{"id":"W3004026186","doi":"10.1177/0969141320902485","title":"Occupation as a predictor of prostate cancer screening behaviour in Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Medical Screening","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Institut National de la Recherche Scientifique; Alberta Health Services","funders":"Fonds de Recherche du Québec - Santé; Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; Cancer Research Society","keywords":"Medicine; Cancer; Prostate; Prostate cancer; Oncology; Gynecology; Prostate cancer screening; Internal medicine; Prostate-specific antigen","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000408124,0.0001244076,0.0004895082,0.00007763076,0.0000229455,0.00000795309,0.0001339468,0.00007083847,0.0004417568],"category_scores_gemma":[0.0005051645,0.00009294767,0.00009624458,0.0002575933,0.00003401165,0.0001043342,0.00004502596,0.000465478,4.687057e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003184344,"about_ca_system_score_gemma":0.003123534,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4057276,"about_ca_topic_score_gemma":0.1299435,"domain_scores_codex":[0.9971902,0.000050892,0.0007765621,0.0001401212,0.001613235,0.0002290304],"domain_scores_gemma":[0.9985249,0.00009654273,0.0004654155,0.00007117091,0.0001823829,0.0006595603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007906353,0.00007366978,0.9237722,0.00007947543,0.0001216837,0.001087013,0.0004913887,0.0001991234,0.00005819731,0.000005976721,0.002166947,0.07115369],"study_design_scores_gemma":[0.007841699,0.001336396,0.9772465,0.003649875,0.0002444356,0.0001371597,0.001116082,0.003266374,0.002573227,0.000008479422,0.002451287,0.0001284823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720193,0.002531416,0.0006653942,0.02435581,0.0001229839,0.0002261819,0.00002737917,0.000005336647,0.0000462671],"genre_scores_gemma":[0.9955416,0.0009467484,0.001346914,0.001828226,0.0002927333,0.00001214272,0.00000811378,0.0000149527,0.000008519312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.275784,"threshold_uncertainty_score":0.8859327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904632314978353,"score_gpt":0.3122180489653483,"score_spread":0.2831717258155648,"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."}}