{"id":"W2041507131","doi":"10.1038/pcan.2015.1","title":"Evaluation of models predicting insignificant prostate cancer to select men for active surveillance of prostate cancer","year":2015,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Hutchison Whampoa Limited; National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Prostate cancer; Cancer; Prostate; Oncology; Internal medicine","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":[0.009390433,0.002109356,0.001552585,0.001691418,0.0006023691,0.001765542,0.001739808,0.001132011,0.002155571],"category_scores_gemma":[0.01163001,0.0003836182,0.001883047,0.0007783062,0.0003248376,0.0008629877,0.0007216515,0.00134679,0.0004824164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093414,"about_ca_system_score_gemma":0.002480392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02058804,"about_ca_topic_score_gemma":0.01159104,"domain_scores_codex":[0.998731,0.0006956434,0.0001030568,0.0002256847,0.0001108389,0.0001337668],"domain_scores_gemma":[0.9875308,0.01028511,0.0003887615,0.0002694767,0.001065442,0.0004605197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01135771,0.004193319,0.4472946,0.000378365,0.003780417,0.0003450399,0.0001583213,0.3964561,0.001206427,0.0006031427,0.008963753,0.1252629],"study_design_scores_gemma":[0.0002477257,0.000963061,0.01973027,0.00005249794,0.0007027296,0.00009299144,0.00008294297,0.9768143,0.0004433199,0.0004468325,0.0004016192,0.00002173209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737495,0.002118579,0.01676637,0.001577651,0.0002852885,0.0002089696,0.002934612,0.0005952555,0.001763877],"genre_scores_gemma":[0.9867748,0.0003625828,0.007018007,0.0001690862,0.000101429,0.00006719592,0.004514562,0.00004702018,0.0009453227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02058804,"threshold_uncertainty_score":0.04966193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06571098803567554,"score_gpt":0.3584957700870056,"score_spread":0.2927847820513301,"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."}}