{"id":"W4415725884","doi":"10.1002/9781118410868.wbehibs258.pub2","title":"Cancer Prevention","year":2025,"lang":"en","type":"other","venue":"The Wiley Blackwell Encyclopedia of Health, Illness, Behavior, and Society","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cancer; Cancer prevention; Cancer incidence; Epidemiology; Risk assessment; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001650914,0.0006228595,0.000666486,0.002557027,0.001096079,0.001993444,0.001312262,0.001960367,0.2510798],"category_scores_gemma":[0.006584842,0.0002614083,0.001055685,0.001544688,0.0003540807,0.0008139617,0.002038532,0.002417664,0.08132799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00118969,"about_ca_system_score_gemma":0.003822397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006308165,"about_ca_topic_score_gemma":0.007557649,"domain_scores_codex":[0.9985034,0.0004523082,0.0000750372,0.00019623,0.0005330865,0.0002399242],"domain_scores_gemma":[0.9970349,0.0005231295,0.0002084734,0.0003357398,0.001093445,0.0008042375],"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":[0.0000795082,0.0002288455,0.002071961,0.0008560768,0.00004003432,0.0001204313,0.00008287832,0.00008579669,0.0001295371,0.008396954,0.5648137,0.4230943],"study_design_scores_gemma":[0.00003783532,0.00006271124,0.002333126,0.001068952,0.00002258033,0.0003051376,0.00007695774,0.00003745288,0.0001021887,0.002141806,0.9938049,0.000006206164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00286114,0.05300393,0.002804992,0.04334753,0.008211954,0.0008246804,0.00996927,0.001264786,0.8777118],"genre_scores_gemma":[0.0424778,0.08047763,0.005198379,0.03403582,0.00566359,0.000926341,0.01584982,0.0002862916,0.8150843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2510798,"threshold_uncertainty_score":0.8399457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313067043951121,"score_gpt":0.3003775782940131,"score_spread":0.2872469078545019,"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."}}