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      "bias_sd": 0.7,
      "posterior": {
        "product": "PCV",
        "group": "care_bridge",
        "slot": "SWE_PCV",
        "rr_median": 1.0115762132175956,
        "rr_low": 0.7838071832665523,
        "rr_high": 1.5639301626594455,
        "p_above_1": 0.5332914039252002,
        "p_above_1_10": 0.2794793924147889,
        "p_above_1_25": 0.11530431696297916,
        "log_mean": 0.030429446415917015,
        "log_sd": 0.16622361150200443
      },
      "unpooled": {
        "rr_median": 1.0120829739562482,
        "rr_low": 0.7855335707921993,
        "rr_high": 1.5552010707922153,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "DEU_PCV",
      "key": "DEU_PCV",
      "slot": "DEU_PCV",
      "kind": "frozen",
      "product": "PCV",
      "country": "Germany",
      "drop": {
        "frozen_omit": [
          "DEU_PCV"
        ]
      },
      "likelihood": "DEU_PCV",
      "cells": 36,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component; its replacement DEU_PCV_rebuilt failed only the plasmode rule (sensitivity)",
        "two_sided_strict": "NOT_TESTABLE",
        "two_sided_bonferroni": "NOT_TESTABLE",
        "pool_ready": null
      },
      "bias_sd": 0.7,
      "posterior": {
        "product": "PCV",
        "group": "care_bridge",
        "slot": "DEU_PCV",
        "rr_median": 1.0146421102427772,
        "rr_low": 0.21706738445744259,
        "rr_high": 4.660046718805158,
        "p_above_1": 0.5074422362942773,
        "p_above_1_10": 0.4575818096860388,
        "p_above_1_25": 0.3971492048426014,
        "log_mean": 0.012153850908756859,
        "log_sd": 0.7815947696263155
      },
      "unpooled": {
        "rr_median": 1.0343795908505264,
        "rr_low": 0.26668619080349404,
        "rr_high": 3.9623260980585906,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "HKG_PCV_autism",
      "key": "HKG_PCV_autism",
      "slot": "HKG_PCV_autism",
      "kind": "frozen",
      "product": "PCV",
      "country": "Hong Kong",
      "drop": {
        "frozen_omit": [
          "HKG_PCV_autism"
        ]
      },
      "likelihood": "HKG_PCV_autism",
      "cells": 60,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "PASS",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.7,
      "posterior": {
        "product": "PCV",
        "group": "HKG",
        "slot": "HKG_PCV_autism",
        "rr_median": 0.8907099037814641,
        "rr_low": 0.6547866956068511,
        "rr_high": 1.1643787479787515,
        "p_above_1": 0.18921718356373157,
        "p_above_1_10": 0.05463051555738853,
        "p_above_1_25": 0.00935442614597743,
        "log_mean": -0.12201866352112689,
        "log_sd": 0.14445085289875756
      },
      "unpooled": {
        "rr_median": 0.8921130533460337,
        "rr_low": 0.6573407236309043,
        "rr_high": 1.1648726359379151,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "ENG_RV_backfill",
      "key": "ENG_RV_backfill",
      "slot": "ENG_RV",
      "kind": "replacement",
      "product": "modern_rotavirus",
      "country": "England",
      "drop": {
        "omit": [
          "ENG_RV_backfill"
        ],
        "frozen_omit": [
          "ENG_RV"
        ]
      },
      "likelihood": "ENG_RV_backfill",
      "cells": 128,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "PASS",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.35,
      "posterior": {
        "product": "modern_rotavirus",
        "group": "UK",
        "slot": "ENG_RV",
        "rr_median": 0.9437638766161865,
        "rr_low": 0.8640703582888459,
        "rr_high": 1.0224114373459008,
        "p_above_1": 0.07497630322209059,
        "p_above_1_10": 6.256754602419588e-05,
        "p_above_1_25": 1.6243650547510246e-10,
        "log_mean": -0.05898009942807337,
        "log_sd": 0.04162843020133993
      },
      "unpooled": {
        "rr_median": 0.943299188414477,
        "rr_low": 0.8639443501186186,
        "rr_high": 1.0210343351223645,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "SCT_RV",
      "key": "SCT_RV",
      "slot": "SCT_RV",
      "kind": "frozen",
      "product": "modern_rotavirus",
      "country": "Scotland",
      "drop": {
        "frozen_omit": [
          "SCT_RV"
        ]
      },
      "likelihood": "SCT_RV",
      "cells": 490,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "PASS",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.35,
      "posterior": {
        "product": "modern_rotavirus",
        "group": "UK",
        "slot": "SCT_RV",
        "rr_median": 1.1594632879062534,
        "rr_low": 0.48016599426125045,
        "rr_high": 2.818162285771789,
        "p_above_1": 0.6309879008533475,
        "p_above_1_10": 0.5454308214086633,
        "p_above_1_25": 0.43750962040892727,
        "log_mean": 0.14853280556118073,
        "log_sd": 0.4497095816025443
      },
      "unpooled": {
        "rr_median": 1.551116436051276,
        "rr_low": 0.37644371698425594,
        "rr_high": 5.3145157466516055,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "NIR_RV",
      "key": "NIR_RV",
      "slot": "NIR_RV",
      "kind": "frozen",
      "product": "modern_rotavirus",
      "country": "Northern Ireland",
      "drop": {
        "frozen_omit": [
          "NIR_RV"
        ]
      },
      "likelihood": "NIR_RV",
      "cells": 155,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "FAIL",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.35,
      "posterior": {
        "product": "modern_rotavirus",
        "group": "UK",
        "slot": "NIR_RV",
        "rr_median": 1.0118465116565256,
        "rr_low": 0.877985938218609,
        "rr_high": 1.154780776385372,
        "p_above_1": 0.5695013259616627,
        "p_above_1_10": 0.09775699260189052,
        "p_above_1_25": 0.0011970459323682556,
        "log_mean": 0.010540697043191471,
        "log_sd": 0.06870525729518351
      },
      "unpooled": {
        "rr_median": 1.0119745566991272,
        "rr_low": 0.8775468389233712,
        "rr_high": 1.1552875416618062,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "CAN_noQC_RV_newly_identified_cnics",
      "key": "CAN_noQC_RV_newly_identified_cnics",
      "slot": "CAN_RV_newly_identified",
      "kind": "replacement",
      "product": "modern_rotavirus",
      "country": "Canada",
      "drop": {
        "omit": [
          "CAN_noQC_RV_newly_identified_cnics"
        ],
        "frozen_omit": [
          "CAN_RV_newly_identified"
        ]
      },
      "likelihood": "CAN_noQC_RV_newly_identified_cnics",
      "cells": 166,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "FAIL",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.35,
      "posterior": {
        "product": "modern_rotavirus",
        "group": "Canada",
        "slot": "CAN_RV_newly_identified",
        "rr_median": 1.0216472272848938,
        "rr_low": 0.46000411197062185,
        "rr_high": 1.7666425042525113,
        "p_above_1": 0.5286816993276212,
        "p_above_1_10": 0.39341812260048686,
        "p_above_1_25": 0.2338696998104854,
        "log_mean": -0.018163196674343365,
        "log_sd": 0.3356654524542611
      },
      "unpooled": {
        "rr_median": 0.9924155185486759,
        "rr_low": 0.32014119279493725,
        "rr_high": 1.8942723296748463,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "QC_RV_ASD_cnics",
      "key": "QC_RV_ASD_cnics",
      "slot": "QC_RV_ASD",
      "kind": "replacement",
      "product": "modern_rotavirus",
      "country": "Canada",
      "drop": {
        "omit": [
          "QC_RV_ASD_cnics"
        ],
        "frozen_omit": [
          "QC_RV_ASD"
        ]
      },
      "likelihood": "QC_RV_ASD_cnics",
      "cells": 125,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "FAIL",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.35,
      "posterior": {
        "product": "modern_rotavirus",
        "group": "Canada",
        "slot": "QC_RV_ASD",
        "rr_median": 1.0580819571421047,
        "rr_low": 0.7455594472379866,
        "rr_high": 1.449675247551905,
        "p_above_1": 0.6320258433293647,
        "p_above_1_10": 0.4016191636809641,
        "p_above_1_25": 0.16044630904849297,
        "log_mean": 0.051933304705303614,
        "log_sd": 0.16872830202994762
      },
      "unpooled": {
        "rr_median": 1.0667329427307406,
        "rr_low": 0.7412006648189031,
        "rr_high": 1.4755581927004227,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "CZE_MMR_counts",
      "key": "CZE_MMR_counts",
      "slot": "CZE_MMR_counts",
      "kind": "frozen",
      "product": "MMR",
      "country": "Czechia",
      "drop": {
        "frozen_omit": [
          "CZE_MMR_counts"
        ]
      },
      "likelihood": "CZE_MMR_counts",
      "cells": 1078,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "PASS",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.7,
      "posterior": {
        "product": "MMR",
        "group": "Czechia",
        "slot": "CZE_MMR_counts",
        "rr_median": 0.99943307526962,
        "rr_low": 0.2842668948286185,
        "rr_high": 3.9989047852535493,
        "p_above_1": 0.4996622786552177,
        "p_above_1_10": 0.4420861030109409,
        "p_above_1_25": 0.3736097436617216,
        "log_mean": 0.016807383126749578,
        "log_sd": 0.6741697929254629
      },
      "unpooled": {
        "rr_median": 1.0354679729114393,
        "rr_low": 0.3228385377599605,
        "rr_high": 3.6596001904421915,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "BRA_MDTPA_census_autism",
      "key": "BRA_MDTPA_census_autism",
      "slot": "BRA_MDTPA_census_autism",
      "kind": "additional",
      "product": "MATERNAL_DTAP",
      "country": "Brazil",
      "drop": {
        "omit": [
          "BRA_MDTPA_census_autism"
        ]
      },
      "likelihood": "BRA_MDTPA_census_autism",
      "cells": 108,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "PASS",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.7,
      "posterior": {
        "product": "MATERNAL_DTAP",
        "group": "Brazil",
        "slot": "BRA_MDTPA_census_autism",
        "rr_median": 0.7610533694447934,
        "rr_low": 0.5076331804777253,
        "rr_high": 1.1410882949295358,
        "p_above_1": 0.0924157902777844,
        "p_above_1_10": 0.03636603167692099,
        "p_above_1_25": 0.008481498522149643,
        "log_mean": -0.2727530270203354,
        "log_sd": 0.20541889566794647
      },
      "unpooled": {
        "rr_median": 0.7661837916151504,
        "rr_low": 0.5134401782608762,
        "rr_high": 1.1445337709366217,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "COL_VARICELLA_school_autism",
      "key": "COL_VARICELLA_school_autism",
      "slot": "COL_VARICELLA_school_autism",
      "kind": "additional",
      "product": "VARICELLA",
      "country": "Colombia",
      "drop": {
        "omit": [
          "COL_VARICELLA_school_autism"
        ]
      },
      "likelihood": "COL_VARICELLA_school_autism",
      "cells": 504,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "PASS",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.35,
      "posterior": {
        "product": "VARICELLA",
        "group": "Colombia",
        "slot": "COL_VARICELLA_school_autism",
        "rr_median": 0.7779896381960921,
        "rr_low": 0.5392066855357228,
        "rr_high": 1.0828970980455073,
        "p_above_1": 0.060042744082598985,
        "p_above_1_10": 0.0203217288569414,
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        "log_mean": -0.2550110249509253,
        "log_sd": 0.17182369229456432
      },
      "unpooled": {
        "rr_median": 0.7643875119060788,
        "rr_low": 0.5086763500587042,
        "rr_high": 1.0741368972457657,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    },
    {
      "id": "TZA_SCHEDULE_autism",
      "key": "TZA_SCHEDULE_autism",
      "slot": "TZA_SCHEDULE_autism",
      "kind": "additional",
      "product": "SCHEDULE",
      "country": "Tanzania",
      "drop": {
        "omit": [
          "TZA_SCHEDULE_autism"
        ]
      },
      "likelihood": "TZA_SCHEDULE_autism",
      "cells": 49,
      "gate": {
        "decision": "pool",
        "reason": "passes every D4 component",
        "two_sided_strict": "PASS",
        "two_sided_bonferroni": "PASS",
        "pool_ready": null
      },
      "bias_sd": 0.35,
      "posterior": {
        "product": "SCHEDULE",
        "group": "Tanzania",
        "slot": "TZA_SCHEDULE_autism",
        "rr_median": 1.0923219993622457,
        "rr_low": 0.5845027931826794,
        "rr_high": 1.6190873197865507,
        "p_above_1": 0.6408736148099289,
        "p_above_1_10": 0.4842160915423357,
        "p_above_1_25": 0.2748076127859016,
        "log_mean": 0.058402518721022485,
        "log_sd": 0.25677911361417727
      },
      "unpooled": {
        "rr_median": 1.117693683763147,
        "rr_low": 0.5425690683208275,
        "rr_high": 1.6869620888064532,
        "source": "the context's own curve with an N(0, log 2) prior (cohort_mixture_bayes.grid_posterior)"
      }
    }
  ],
  "untied_core_contexts": [
    {
      "id": "US_RV2006",
      "kind": "core (untied)",
      "product": "modern_rotavirus",
      "country": "United States",
      "likelihood": "U.S. joint series likelihood",
      "cells": 1469,
      "bias_sd": 0.35,
      "prior": "centre-free N(0, PRIOR_VAR + tp^2 + vcore) (its tied prior with its own hypermean draw)",
      "posterior": {
        "rr_median": 0.9475982669089751,
        "rr_low": 0.7541509172073956,
        "rr_high": 1.1900967104890177,
        "p_above_1": 0.31090688780100545,
        "p_above_1_10": 0.10597212323038864,
        "p_above_1_25": 0.00914623931471898,
        "log_mean": -0.05460878224060863,
        "log_sd": 0.1183085364547631,
        "ess": 3109.2723230258784,
        "tied": false
      },
      "gate": {
        "decision": "pool",
        "pool_ready": false,
        "pool_ready_conditions": [
          "B4 checker verdict missing: reconciliation plan item 4 requires the B4 checker verdict (scratchpad jump_designs/expansion/chk_B4-us-rota-hepa-2006) before U.S. RV2006 is pooled",
          "future-3 verdict PASS rests on the EDFacts reporting-break screen (|log ratio|>log 2 and Poisson z>5), added after pilot p12/p14 eta estimates; without it the future-3 verdict is FAIL (eta4_gates_no_break_screen.json); the lead has not accepted the screen"
        ],
        "two_sided_strict": "FAIL",
        "two_sided_bonferroni": "PASS"
      },
      "reason": "Lead decision (binding, 2026-09-25): U.S. rotavirus 2006 is NOT pool-ready under the pre-declared gate: its future+3 placebo includes 1 only after the post-hoc EDFacts reporting-break screen (without it the future+3 verdict is FAIL: project_results/portfolio_v2/core_v2/eta4_gates_no_break_screen.json) and the B4 checker verdict is missing (eta4_gates.json d4). It stays inside the joint U.S. likelihood (U.S. PCV and RotaShield remain adjusted for it) but is untied from the shared mean and the modern-rotavirus product in the primary and in every sensitivity; the screened-and-pooled version (the H4 reference) is the named sensitivity us_rv2006_screened_pooled.",
      "unpooled": {
        "rr_median": 0.9515638491210083,
        "rr_low": 0.7566640655071768,
        "rr_high": 1.1923040287649689,
        "p_above_1": 0.32483001816487944,
        "p_above_1_10": 0.10703949591014893,
        "log_mean": -0.05079077130180812,
        "log_sd": 0.11703853744458786,
        "source": "project_results/portfolio_v2/core_v2/us_alone_diagnostics_p18.json primary.us (U.S.-cells-only / Japan-only; N(0, log 2) priors)"
      }
    }
  ],
  "per_product": {
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      "rr_low": 0.6096151728276933,
      "rr_high": 1.5552344730130958,
      "p_above_1": 0.43866668225068356,
      "p_above_1_10": 0.27347159337815413,
      "p_above_1_25": 0.12968083572435116,
      "log_mean": -0.0318744014898143,
      "log_sd": 0.23403747731541083
    },
    "MMR": {
      "rr_median": 0.953511093352577,
      "rr_low": 0.5271574300588411,
      "rr_high": 1.6412203442648046,
      "p_above_1": 0.41854056319375876,
      "p_above_1_10": 0.26669212575708107,
      "p_above_1_25": 0.13413776725970603,
      "log_mean": -0.05252940218466456,
      "log_sd": 0.27831524992846357
    },
    "modern_rotavirus": {
      "rr_median": 0.9799360714389654,
      "rr_low": 0.6705433118065655,
      "rr_high": 1.4492058813798316,
      "p_above_1": 0.4575046044134728,
      "p_above_1_10": 0.26867200800939917,
      "p_above_1_25": 0.10974159511075826,
      "log_mean": -0.018843435055955586,
      "log_sd": 0.19508262315148925
    },
    "MATERNAL_DTAP": {
      "rr_median": 0.9458611471367916,
      "rr_low": 0.5215489353794961,
      "rr_high": 1.5770384688706522,
      "p_above_1": 0.4040551877246839,
      "p_above_1_10": 0.2525293978446251,
      "p_above_1_25": 0.12230564106472373,
      "log_mean": -0.064121186271786,
      "log_sd": 0.27156171865093093
    },
    "VARICELLA": {
      "rr_median": 0.9273198667469432,
      "rr_low": 0.5454777094744307,
      "rr_high": 1.431761533713162,
      "p_above_1": 0.36312641324298767,
      "p_above_1_10": 0.20992518344104696,
      "p_above_1_25": 0.0872447824991023,
      "log_mean": -0.08608762619500529,
      "log_sd": 0.24010396676319243
    },
    "SCHEDULE": {
      "rr_median": 0.9737663172245725,
      "rr_low": 0.6001466086343477,
      "rr_high": 1.6065387091165961,
      "p_above_1": 0.4518389547669742,
      "p_above_1_10": 0.2879297958572813,
      "p_above_1_25": 0.14223804578310462,
      "log_mean": -0.025068801562638,
      "log_sd": 0.24544836069131362
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    "RotaShield": {
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      "rr_low": 0.5208976024331243,
      "rr_high": 1.6238583568266316,
      "p_above_1": 0.41414511946470073,
      "p_above_1_10": 0.26262683795527136,
      "p_above_1_25": 0.13087335465933309,
      "log_mean": -0.05688103822489024,
      "log_sd": 0.27888700484532375
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  },
  "core_draw_posteriors": {
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      "rr_median": 1.16466565956925,
      "rr_low": 0.9699002160442491,
      "rr_high": 1.3953492745954992,
      "p_above_1": 0.9477732599898563,
      "p_above_1_10": 0.7427816460306312,
      "p_above_1_25": 0.2252758321534717,
      "log_mean": 0.15216104763081578,
      "log_sd": 0.09204926122916185,
      "ess": 3109.2723230258684,
      "tied": true
    },
    "US_RotaShield": {
      "rr_median": 0.8586895489459959,
      "rr_low": 0.3341206015684022,
      "rr_high": 1.8534942222882,
      "p_above_1": 0.3354658258414262,
      "p_above_1_10": 0.24972757065166945,
      "p_above_1_25": 0.15061959103152822,
      "log_mean": -0.16963735941468278,
      "log_sd": 0.42694100557216025,
      "ess": 3109.2723230258716,
      "tied": true
    },
    "JPN_MMR": {
      "rr_median": 0.8459857516628109,
      "rr_low": 0.2602299779396595,
      "rr_high": 2.289952161077277,
      "p_above_1": 0.3835405429251646,
      "p_above_1_10": 0.32801636924644995,
      "p_above_1_25": 0.22651024133341607,
      "log_mean": -0.19298766287730681,
      "log_sd": 0.5653876767374707,
      "ess": 3109.2723230258694,
      "tied": true
    },
    "US_RV2006": {
      "rr_median": 0.9475982669089751,
      "rr_low": 0.7541509172073956,
      "rr_high": 1.1900967104890177,
      "p_above_1": 0.31090688780100545,
      "p_above_1_10": 0.10597212323038864,
      "p_above_1_25": 0.00914623931471898,
      "log_mean": -0.05460878224060863,
      "log_sd": 0.1183085364547631,
      "ess": 3109.2723230258784,
      "tied": false
    },
    "PCV_x_RotaShield": {
      "rr_median": 0.7920111286291291,
      "rr_low": 0.22388146799594405,
      "rr_high": 2.8480243834069547,
      "p_above_1": 0.34755103056910164,
      "p_above_1_10": 0.29191159857221305,
      "p_above_1_25": 0.22734780001779742,
      "log_mean": -0.2269983110330046,
      "log_sd": 0.6514097939298981,
      "ess": 3109.2723230258734,
      "tied": false
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  },
  "posterior_method": "Per-context and per-product posteriors of the hierarchy (same model, same draws as fit()).\n\n    Joint posterior over (scramble s, heterogeneity component k = (tp, tc), shared mean mu on g, core draw i):\n    proportional to exp(value_{s,k}(mu) + log prior(mu)) x wn_i(mu) (component()'s own quantities).\n      core contexts (eta columns): the draws weighted by that joint weight summed over mu.\n      product p conditional on core column j: pi_p | mu, draw i ~ N(gain eta_ij + (1 - gain) mu, tp^2 vcore / total)\n        x F_p(pi); core-free product: pi_p | mu ~ N(mu, tp^2) x F_p(pi). Accumulated on the curve grid as weighted\n        histograms, smoothed with the same Gaussian filter as the model, times F_p.\n      foreign context c in group G of product p: theta_c ~ L_c(theta) x smooth(B_{-c}, sd_c) where\n        B_{-c}(beta) = [smooth(cavity_G, sigma_G) or cavity_G](beta) x prod_{c' in G, c' != c} f_c'(beta) and\n        cavity_G = (product density without F_p) x prod_{G' != G} G'. Exact on the grid (same discretisation).\n    Returns summaries and the log-RR densities; '_combined' holds the recomputed combined components (the caller checks\n    them against fit()).",
  "scenarios": [
    {
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      "power": 18,
      "core_dir": "project_results/portfolio_v2/core_v2",
      "untie": [
        "US_RV2006"
      ],
      "omit": [],
      "frozen_omit": [],
      "bias": "primary",
      "blocks": [
        "CAN_noQC_RV_newly_identified_cnics",
        "QC_RV_ASD_cnics",
        "BRA_MDTPA_census_autism",
        "COL_VARICELLA_school_autism",
        "TZA_SCHEDULE_autism",
        "SWE_PCV_corrected",
        "ENG_RV_backfill"
      ],
      "untied_blocks": [],
      "dropped": null,
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        "boundary_mass": 4.370489281483865e-21,
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        "heterogeneity_posterior": [
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        "minimum_relevant_core_ess": 105.98429762851327,
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      "by_scramble": [
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          "heterogeneity_posterior": [
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          "core_integration_diagnostics": [
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              "reference_prior_maximum_core_weight": 0.009297484322596904
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              "reference_prior_maximum_core_weight": 0.011759065991480761
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          "boundary_mass": 2.074480872179446e-20,
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          "heterogeneity_posterior": [
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          "minimum_relevant_core_ess": 100.78536070777989,
          "core_integration_diagnostics": [
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              "reference_prior_maximum_core_weight": 0.01393852578022637
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              "reference_prior_maximum_core_weight": 0.017865425938546432
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      "seconds": 250.0,
      "same_as": null,
      "diagnostic_of": null,
      "us_rv2006_tied": false,
      "ess_below_50": false
    },
    {
      "id": "core_v2_infant_lt7",
      "category": "D1 exposure (diagnostic)",
      "description": "R_lt7 infant PCV path on core v2 (portfolio_v2/core_v2/sensitivity/infant_lt7); pre-declared fallback TRIGGERED (core-v2 R_lt7 minimum relevant core ESS 22.7 at p20 < 50)",
      "power": 20,
      "core_dir": "project_results/portfolio_v2/core_v2/sensitivity/infant_lt7",
      "untie": [
        "US_RV2006"
      ],
      "omit": [],
      "frozen_omit": [],
      "bias": "primary",
      "blocks": [
        "CAN_noQC_RV_newly_identified_cnics",
        "QC_RV_ASD_cnics",
        "BRA_MDTPA_census_autism",
        "COL_VARICELLA_school_autism",
        "TZA_SCHEDULE_autism",
        "SWE_PCV_corrected",
        "ENG_RV_backfill"
      ],
      "untied_blocks": [],
      "dropped": null,
      "summary": {
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        "boundary_mass": 1.08315794405823e-21,
        "log_evidence": -6716.838080897941,
        "heterogeneity_posterior": [
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        "id": "ENG_RV",
        "scope": "frozen_context",
        "decision": "replaced",
        "sensitivity": null,
        "reason": "slot taken by the pooled replacement block ENG_RV_backfill (its curve substitutes this one)"
      },
      {
        "id": "JPN_JE_HOKKAIDO_FY2016_mext_g1_rate",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: outcome"
      },
      {
        "id": "KOR_SCHEDULE_autism",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: placebo, pretrend, harm_injection, plasmode"
      },
      {
        "id": "POL_PCV_SIO_autism_enrol",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: pretrend"
      },
      {
        "id": "QC_RV_ASD",
        "scope": "frozen_context",
        "decision": "replaced",
        "sensitivity": null,
        "reason": "slot taken by the pooled replacement block QC_RV_ASD_cnics (its curve substitutes this one)"
      },
      {
        "id": "SWE_F84_allages_corrected",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: one_likelihood_per_series"
      },
      {
        "id": "SWE_HEPB_F84_allages",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: one_likelihood_per_series"
      },
      {
        "id": "SWE_HPV_F84_sex",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: one_likelihood_per_series"
      },
      {
        "id": "SWE_PCV",
        "scope": "frozen_context",
        "decision": "replaced",
        "sensitivity": null,
        "reason": "slot taken by the pooled replacement block SWE_PCV_corrected (its curve substitutes this one)"
      },
      {
        "id": "SWE_RV_F84_allages",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: one_likelihood_per_series"
      },
      {
        "id": "TWN_VARICELLA_autism",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: placebo"
      },
      {
        "id": "WAL_RV",
        "scope": "global_block",
        "decision": "report_only",
        "sensitivity": null,
        "reason": "D4 fails: pretrend"
      }
    ],
    "non_candidate_report_only": 81,
    "strict_two_sided_failures": [
      "US_RotaShield",
      "NIR_RV",
      "CAN_noQC_RV_newly_identified_cnics",
      "QC_RV_ASD_cnics"
    ],
    "bonferroni_two_sided_failures": [],
    "plasmode_only_failures": [
      "CHL_PCV_F84",
      "DEU_PCV_rebuilt"
    ],
    "us_rv2006": {
      "decision": "pool",
      "pool_ready": false,
      "pool_ready_conditions": [
        "B4 checker verdict missing: reconciliation plan item 4 requires the B4 checker verdict (scratchpad jump_designs/expansion/chk_B4-us-rota-hepa-2006) before U.S. RV2006 is pooled",
        "future-3 verdict PASS rests on the EDFacts reporting-break screen (|log ratio|>log 2 and Poisson z>5), added after pilot p12/p14 eta estimates; without it the future-3 verdict is FAIL (eta4_gates_no_break_screen.json); the lead has not accepted the screen"
      ],
      "open_lead_decisions": [
        "cohort-2005 rotavirus coverage: core v2 keeps the 3200 birth-window remap (DEC-window state-mean coverage 0.036 for births Dec 2004-Nov 2005, from window smearing of NIS 2008 AGEGRP 3); the B4 checker c02 convention zeroes births before Nov 2005 (0.005 in its deconv / affine paths). Keep the remap as primary with a c02-convention sensitivity, or adopt the zero-before-Nov-2005 rule (neither run in H4)."
      ],
      "untied_in_primary": true,
      "lead_decision": "Lead decision (binding, 2026-09-25): U.S. rotavirus 2006 is NOT pool-ready under the pre-declared gate: its future+3 placebo includes 1 only after the post-hoc EDFacts reporting-break screen (without it the future+3 verdict is FAIL: project_results/portfolio_v2/core_v2/eta4_gates_no_break_screen.json) and the B4 checker verdict is missing (eta4_gates.json d4). It stays inside the joint U.S. likelihood (U.S. PCV and RotaShield remain adjusted for it) but is untied from the shared mean and the modern-rotavirus product in the primary and in every sensitivity; the screened-and-pooled version (the H4 reference) is the named sensitivity us_rv2006_screened_pooled.",
      "unscreened_future3": {
        "file": "project_results/portfolio_v2/core_v2/eta4_gates_no_break_screen.json",
        "sha256": "2c1b90f9544c14fde723ccec6f384f615b6da2d9953a091cd8cf34d5c17fcc29",
        "verdict": "FAIL",
        "intervals": {
          "reference": {
            "median": 1.160692092703484,
            "low": 0.9148398707546843,
            "high": 1.4690890747485361
          },
          "linear_only": {
            "median": 1.1606919351809775,
            "low": 0.9148399193685449,
            "high": 1.4690886305570474
          },
          "spline_only": {
            "median": 1.1652323755647127,
            "low": 0.9133448935458118,
            "high": 1.481200920808151
          },
          "rho_0_85": {
            "median": 1.305802234923459,
            "low": 1.0117710458466012,
            "high": 1.6749232131533707
          }
        }
      },
      "pooled_sensitivities": [
        "us_rv2006_screened_pooled",
        "us_rv2006_fallback_block_pooled"
      ]
    }
  },
  "settings": {
    "core_dir": "project_results/portfolio_v2/core_v2",
    "core_exposure": {
      "pcv": "any",
      "pcv_definition": "3200 any dose (NIS P_NUMPCV >= 1), IDEA birth-window remap; cohort 1997 := 0",
      "rotashield_1997": "coin",
      "rotashield_1997_definition": "raw 1997 remap kept with probability 1/2 (u[:,8])",
      "rv2006": "NIS P_NUMROT >= 1 (survey years >= 2004 except 2007, which did not capture RotaTeq), DEC birth-window remap (prepare_us_joint_inputs.window_probs), cohorts <= 2004 := 0; bootstrap draw u[:,5]",
      "joint_receipt": "PCV x RotaShield: run_portfolio_likelihood.prepare_shifts; PCV x rotavirus 2006: dependence draw u[:,9] (lower / independent / upper Frechet bound), no interaction"
    },
    "core_settings": {
      "groups": [
        "A8",
        "EC",
        "CA79"
      ],
      "eta4": true,
      "nuisance": [
        "hepa",
        "flu",
        "hib"
      ],
      "shared": 0.35,
      "pcv": "any",
      "rv_window": "DEC",
      "rotashield_1997": "coin"
    },
    "core_sampled_effects": [
      "eta0 U.S. PCV",
      "eta1 RotaShield",
      "eta2 Japan MMR",
      "eta3 PCV x RotaShield interaction",
      "eta4 U.S. modern rotavirus 2006"
    ],
    "core_products": {
      "PCV": 0,
      "MMR": 2,
      "modern_rotavirus": 4
    },
    "untied_core_slots": [
      "US_RV2006"
    ],
    "context_bias_sd": {
      "ENG_RV": 0.35,
      "SWE_PCV": 0.7,
      "DEU_PCV": 0.7,
      "TZA_SCHEDULE_autism": 0.35,
      "BRA_MDTPA_census_autism": 0.7,
      "CAN_RV_newly_identified": 0.35,
      "QC_RV_ASD": 0.35,
      "NIR_RV": 0.35,
      "HKG_PCV_autism": 0.7,
      "SCT_RV": 0.35,
      "CZE_MMR_counts": 0.7,
      "CHL_PCV_F84": 0.7,
      "COL_VARICELLA_school_autism": 0.35,
      "POL_PCV_SIO_autism_enrol": 0.35,
      "US_PCV": 0.7,
      "US_RotaShield": 0.7,
      "JPN_MMR": 0.7,
      "US_RV2006": 0.35
    },
    "context_bias_sd_source": "project_results/global_integration/placebo_family/placebo_calibration.json",
    "frozen_contexts_omitted": [],
    "gate_decisions_sha256": "688fc4cdb470029bdda7a95ce278e8feac5c547bd8f43e2adf415630e33cd1f4"
  },
  "context_bias_sd": {
    "ENG_RV": 0.35,
    "SWE_PCV": 0.7,
    "DEU_PCV": 0.7,
    "TZA_SCHEDULE_autism": 0.35,
    "BRA_MDTPA_census_autism": 0.7,
    "CAN_RV_newly_identified": 0.35,
    "QC_RV_ASD": 0.35,
    "NIR_RV": 0.35,
    "HKG_PCV_autism": 0.7,
    "SCT_RV": 0.35,
    "CZE_MMR_counts": 0.7,
    "CHL_PCV_F84": 0.7,
    "COL_VARICELLA_school_autism": 0.35,
    "POL_PCV_SIO_autism_enrol": 0.35,
    "US_PCV": 0.7,
    "US_RotaShield": 0.7,
    "JPN_MMR": 0.7,
    "US_RV2006": 0.35
  },
  "regression": {
    "zero_block_legacy_core_published_sd": {
      "ratio_median": 1.028242958813937,
      "ratio_low": 0.6128930327048665,
      "ratio_high": 1.6696619265788848
    },
    "statement": "With no new blocks, the legacy core and the published bias SDs the p18 model reproduces project_results/scotland_support/synthesis to 1e-8 (regression_test).",
    "detail_components_max_abs_diff": 0.0
  },
  "numerical": {
    "power": 18,
    "primary_power": 18,
    "grid_points": 241,
    "seeds": [
      23091,
      23092
    ],
    "heterogeneity_grid": {
      "product_sd": [
        0.1,
        0.35,
        0.7
      ],
      "context_sd": [
        0.1,
        0.35
      ]
    },
    "fallback_rule": "p20 when the minimum relevant core ESS < 50: applied uniformly to every fitted p18 spec and to the shared-mean prior-scale rows (recomputed from a p20 fit of the primary); the p18 value kept as <id>_p18_diagnostic",
    "p20_refits": [
      "core_v2_infant_lt7",
      "core_bias_japan_only",
      "wide_context_bias"
    ],
    "p18_diagnostics": {
      "core_v2_infant_lt7": 4.244123945140217,
      "core_bias_japan_only": 45.40235533855865,
      "wide_context_bias": 39.60849501379947
    },
    "d1_fallback": {
      "triggered": true,
      "core_v2_ess": 22.739716280900744,
      "core_v2_power": 20
    }
  },
  "sha256": {
    "processed/global_hierarchy.py": "25dae69b233378e3736df1de37e03fcc420048c8deb3f814a30b5efab475ced0",
    "processed/international_hierarchy.py": "7757e1bdad248377cc9c7b36b1c6e09d79060b64e0f3544acaa51e1720762c10",
    "processed/count_extension_hierarchy.py": "830cefa08486bd8d8e080dd2dd8a38a0e398eab9636b05774581e168c0791ac4",
    "processed/scotland_synthesis_replacement.py": "402a212e4fbc02f2feaca84ad19045891b4c819ffd1574db5775220915c7e140",
    "project_results/global_integration/gate_decisions.json": "688fc4cdb470029bdda7a95ce278e8feac5c547bd8f43e2adf415630e33cd1f4",
    "project_results/global_integration/placebo_family/placebo_calibration.json": "419e6a3173242c23a98d5c7772f1c0f4fe1ada45bd0e4ab872bfd109568a86aa",
    "project_results/portfolio_v2/core_v2/likelihood_p18_s23091.npz": "7324ed5a2084ce63d1e7fb614377aecff5264b4b2e5c98637eb0c2c73c2b097a",
    "project_results/portfolio_v2/core_v2/likelihood_p18_s23092.npz": "656dfb80a0a27ea836a1dbf2fa3243dff98d53cb4b579ecb7a644b56fcf0d0c6"
  },
  "structure": "Global autism hierarchy: the current primary synthesis (count extension + Scottish count replacement) extended with\nthe 2026-09-24 global-integration blocks.\n\nStructure (identical to count_extension_hierarchy.component when no new blocks are supplied; tested to 1e-10):\n  * PCV, MMR and modern-rotavirus contexts join their existing product functions. PCV and MMR remain conditional on the\n    U.S./Japan core draws (eta[:,0], eta[:,2]); modern rotavirus is core-free on a core without eta4 (as before) and\n    conditional on eta[:,4] on core v2 (stage 2b H4, below).\n  * Products with no core data (DTP, HEPB, HPV, ...) enter as core-free product effects: each product function is the\n    product of its context functions, smoothed by the product SD and evaluated at the shared hypermean.\n  * Each new context contributes context_function(curve, sd = hypot(context SD, bias_sd x bias multiplier)).\n    Contexts sharing a country within a product share a country bias term (smooth 0.20 x multiplier), as for the UK\n    trio and the Canadian group.\n  * Only autism-class primary blocks enter. Non-autism outcomes are never multiplied into this model.\n  * A block with `replaces` substitutes its curve for the named existing context's curve in place, keeping that\n    context's shared-bias grouping (overlap replacement; never both copies).\n  * Context bias SDs: by default the published values (builder .35 / .70, Czech .70, new blocks their BIAS_LEVELS\n    class, U.S./Japan core [.15, .15, .25]). A placebo-calibrated map (processed/global_placebo_family.py, reconciliation\n    A3; --calibrated-bias) replaces them per context slot: builder names (a replacement block is calibrated under the\n    name it replaces), new-block ids, 'CZE_MMR_counts' and the core slots 'US_PCV', 'US_RotaShield', 'JPN_MMR' (and,\n    stage 2b H4, 'US_RV2006'). The PCV x RotaShield interaction prior (hypot(log 2, .15)) is not a context bias and is\n    unchanged.\n\nStage 2b (2026-09-25; lead decisions D1-D5):\n  * core: project_results/portfolio_v2 (R_any primary); the frozen published core project_results/portfolio is the\n    regression target's core (LEGACY_CORE_DIR);\n  * bias SDs: the placebo-calibrated map is the CLI default (D3 primary, core [.70, .70, .70]); --published-bias forces\n    the published values;\n  * gates: global_integration/gate_decisions.json (build_gate_decisions.py) records every block's D4 decision; a frozen\n    builder context whose decision is 'report_only' is omitted from the builder unless a replacement curve substitutes it;\n  * outputs: global_integration/hierarchy_v2 (OUT). global_integration/hierarchy (PUBLISHED_OUT) is the frozen\n    2026-09-24 record (legacy core, published SDs); this module never overwrites its files.\n\nStage 2b H4 (2026-09-25, final hierarchy; reconciliation plan items 4-5):\n  * core: CORE_DIR = project_results/portfolio_v2/core_v2, the joint U.S. series likelihood (IDEA age 8, EDFacts ages\n    3-5, CASEMIS ages 7-9; 1,469 U.S. cells) plus Japan, with five sampled effects: eta0 U.S. PCV (R_any), eta1\n    RotaShield, eta2 Japan MMR, eta3 PCV x RotaShield interaction, eta4 U.S. modern rotavirus 2006. The pre-H2 core\n    (project_results/portfolio_v2, four effects on the 353 IDEA cells) is CORE_V1_DIR (scenario core_v1_R_any);\n  * CORE_PRODUCTS['modern_rotavirus'] = 4: eta4 is the U.S. context of the modern-rotavirus product exactly as eta0 is\n    for PCV and eta2 for MMR: N(eta4; mu, tp^2 + vcore_RV) and the foreign rotavirus product function enters through\n    count_extension_hierarchy.conditional_product(modern, grid, tp, vcore_RV) at gain x eta4 + (1 - gain) x mu (the\n    core-free `+ log mod(mu)` term is dropped). vcore_RV = tc^2 + (bias multiplier x bias_RV)^2 with bias_RV the\n    calibrated US_RV2006 slot (published default .35: the class floor of an education autism series; no published\n    value exists). On a core without eta4 the old path is kept exactly, so regression_test() still reproduces the\n    Scottish-replacement synthesis to 1e-8;\n  * untie=(slot, ...): a core context removed from the shared-mean hierarchy. Its column gets the centre-free prior\n    N(0, log 2^2 + .15^2 + tp^2 + vcore_slot) (the prior it has when tied, with its own independent hypermean draw),\n    and its product, if any, becomes core-free (smooth(F, tp) at mu). Because logq is the proposal density of every\n    sampled column, a column that is not a context of the model must carry such a prior (never be left without one);\n  * pre-declared fallback (not triggered for the primary): a U.S. rotavirus 2006 one-dimensional block\n    (core_v2/fallback_rv2006_block) enters as a U.S. modern-rotavirus context with context bias\n    hypot(bias_RV, .20) (the added 0.20 U.S. bias term) on a core without eta4;\n  * run_final(): the primary synthesis and every pre-declared sensitivity of stage 2b H4, with per-context and\n    per-product posteriors of the primary (posterior_detail), written to global_integration/hierarchy/\n    hierarchy_final_p{power}.json (new files; the 2026-09-24 hierarchy_p16/p18.json there are never touched).\n\nStage 2b H4 rebase (2026-09-25, lead decision, binding): U.S. rotavirus 2006 is NOT pool-ready under the pre-declared\ngate (its future+3 placebo includes 1 only after the post-hoc EDFacts reporting-break screen, and the B4 checker verdict\nis missing). core_untied() therefore also unties every core slot whose gate record says pool_ready false, so US_RV2006\nstays inside the joint U.S. likelihood (U.S. PCV and RotaShield remain adjusted for it) but is untied from the shared\nmean and from the modern-rotavirus product (core-free) in the primary and in every sensitivity. A spec that unties\nUS_RV2006 does not pool the 1-D fallback block either (that block is the same context on a core without eta4). The\nscreened-and-pooled model (the H4 reference) is the named sensitivity us_rv2006_screened_pooled (and the H4 1-D block\nsensitivity is us_rv2006_fallback_block_pooled). The pre-declared numerical rule is applied uniformly by run_final: every\nfitted p18 spec whose minimum relevant core ESS is < 50 is refitted and reported at p20, the p18 fit kept as the row\n<id>_p18_diagnostic; the D1 infant-path fallback is then decided from the core-v2 R_lt7 row's reported ESS. The H4\noutputs are kept as hierarchy_final_p{16,18}_screened_rv2006_pooled.json.\n\nStage 2b H4 rebase repair (2026-09-25): on a core without eta4 (core v1) an untied US_RV2006 is no longer DROPPED with its\n1-D fallback block; the block stays in the model UNTIED, exactly as eta4 does on core v2 (untie=): its likelihood is\nintegrated against its centre-free prior N(0, PRIOR_VAR + tp^2 + tc^2 + b^2), b = bias multiplier x hypot(bias_RV,\n.20) (untied_block_marginal; a constant in the shared mean that reweights the heterogeneity components), and it is never\npooled. So us_rv2006_fallback_block (core v1 + the untied block) is its own model, and core_infant_lt7_fallback keeps\nits block untied; core_v1_R_any has neither eta4 nor the block (US_RV2006 is not in that model, as in the pre-H2\nhierarchy_v2 model). The two shared-mean prior rows follow the same p20 rule as every other row (their ESS flag is\ncomputed, and a prior row below the floor at p18 is recomputed from a p20 fit of the primary; prior_scale_rows).\n",
  "seconds": 303.7
}