{"id":"W3158712382","doi":"10.1158/1940-6215.envcaprev19-ia16","title":"Abstract IA16: The Halifax Project: Can a chemical mixture be a virtual carcinogen?","year":2020,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carcinogen; Cancer; Breast cancer; Overdiagnosis; Carcinogenesis; Medicine; Physiology; Toxicology; Internal medicine; Biology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02080505,0.00135154,0.000679149,0.0008808039,0.00421324,0.006259115,0.002145936,0.004186518,0.04558626],"category_scores_gemma":[0.01527307,0.0003355671,0.0006149875,0.0005978189,0.003662466,0.002680053,0.006605912,0.004187236,0.01047649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006058642,"about_ca_system_score_gemma":0.009816447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330838,"about_ca_topic_score_gemma":0.01913114,"domain_scores_codex":[0.9932711,0.003563306,0.0001469543,0.0006046436,0.001821572,0.0005924506],"domain_scores_gemma":[0.981993,0.003193642,0.0006210941,0.0009690091,0.005725609,0.00749764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000695367,0.0002026809,0.00446242,0.0003746319,0.00002487705,0.0003566717,0.003636197,0.0003850306,0.001738681,0.01745453,0.9080336,0.06263527],"study_design_scores_gemma":[0.00009552336,0.0003908816,0.003596992,0.0004570662,0.00001963843,0.0001535261,0.003925398,0.0002583281,0.001531677,0.007640557,0.9818937,0.00003684496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04373928,0.01579779,0.009823331,0.6730924,0.02336067,0.001575378,0.009956652,0.001393835,0.2212607],"genre_scores_gemma":[0.2985383,0.01298133,0.02311203,0.1475094,0.007533333,0.002919002,0.01176632,0.001707337,0.4939329],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04558626,"threshold_uncertainty_score":0.1525012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264024698375238,"score_gpt":0.4036318772840972,"score_spread":0.2772294074465733,"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."}}