{"id":"W2158298440","doi":"10.1177/0272989x15585114","title":"The ONCOTYROL Prostate Cancer Outcome and Policy Model","year":2015,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Erasmus+; Erasmus Medisch Centrum","keywords":"Outcome (game theory); Prostate cancer; Cancer; Prostate; Medicine; Oncology; Internal medicine; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006341498,0.0001345285,0.0002501636,0.00006342156,0.0001383251,0.00005139139,0.0001053044,0.00008321865,0.0000375597],"category_scores_gemma":[0.001528697,0.00006988081,0.00005308077,0.0001628983,0.000124031,0.00005145793,0.0001466427,0.0002046921,0.0000206836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000274166,"about_ca_system_score_gemma":0.0006611788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006280506,"about_ca_topic_score_gemma":0.00007533111,"domain_scores_codex":[0.9981288,0.00002708543,0.0003369639,0.0002515685,0.0009567655,0.0002988616],"domain_scores_gemma":[0.9987223,0.000332272,0.0000690237,0.0002533538,0.000112744,0.0005103289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002856849,0.00006568748,0.0772045,0.00001485141,0.00003553218,0.0001179701,0.0003026291,0.0001510976,0.00000337639,0.001225155,0.008249234,0.9123443],"study_design_scores_gemma":[0.02264855,0.001872568,0.1371788,0.004013899,0.0004344234,0.0004708952,0.000709142,0.4521846,0.000197214,0.08400638,0.2954424,0.0008411393],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8677273,0.01799012,0.009361822,0.09743124,0.0008492889,0.001252379,0.00003514617,0.0001456498,0.0052071],"genre_scores_gemma":[0.9897778,0.002873529,0.001522092,0.004776784,0.0002576893,0.0001330556,0.000002115186,0.00002097899,0.0006359577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9115031,"threshold_uncertainty_score":0.2849657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06896233147531967,"score_gpt":0.42756798301733,"score_spread":0.3586056515420104,"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."}}