{"id":"W2883266187","doi":"10.1097/hp.0000000000000921","title":"Comments on “The Past Informs the Future: An Overview of the Million Worker Study and the Mallinckrodt Chemical Works Cohort”","year":2018,"lang":"en","type":"letter","venue":"Health Physics","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mallinckrodt; Welsh; Cohort; Library science; Medicine; History; Archaeology; Family medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002671886,0.0004540009,0.0005215104,0.00001324736,0.0009538532,0.000074337,0.001134351,0.0002638002,0.0001624253],"category_scores_gemma":[0.00003006802,0.0001862643,0.0001391744,0.0003677671,0.001424972,0.0001523656,0.0007591347,0.002717676,0.0001160129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003723304,"about_ca_system_score_gemma":0.00005282604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004636489,"about_ca_topic_score_gemma":0.000091665,"domain_scores_codex":[0.9951973,0.001536614,0.0006544478,0.0006523264,0.00125229,0.0007069983],"domain_scores_gemma":[0.9966263,0.0006734038,0.0008160225,0.001754086,0.00001532529,0.0001148462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001579389,0.0006214321,0.06488466,0.0002641139,0.000195208,0.00000460326,0.009477727,0.00003670999,0.000003978349,0.0001391596,0.8298539,0.09436058],"study_design_scores_gemma":[0.001965426,0.0004253534,0.2974761,0.0008193136,0.0002005786,0.00000860246,0.001968764,0.0004596842,0.00002182761,0.002044071,0.6939741,0.0006361709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2188724,0.0006476277,0.00005513819,0.7723355,0.0006259632,0.006759947,0.00004962321,0.00002546704,0.0006283734],"genre_scores_gemma":[0.1301169,0.002368601,0.00002715915,0.8637549,0.003157883,0.000329421,0.0000531364,0.00007388495,0.0001181676],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2325914,"threshold_uncertainty_score":0.9995831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04299125402533881,"score_gpt":0.3054280584247647,"score_spread":0.2624368043994259,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}