{"id":"W2946814474","doi":"10.1200/cci.18.00144","title":"PROSPeCT: A Predictive Research Online System for Prostate Cancer Tasks","year":2019,"lang":"en","type":"article","venue":"JCO Clinical Cancer Informatics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Prostate cancer; Computer science; Quality (philosophy); Data science; Database; Cancer; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003769901,0.00158959,0.0007970041,0.002687969,0.0005075531,0.002341901,0.002935207,0.000903454,0.0350377],"category_scores_gemma":[0.01560119,0.001106137,0.001193815,0.001828737,0.0004119885,0.003393369,0.002782131,0.001189162,0.01352201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009059138,"about_ca_system_score_gemma":0.002230637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003706203,"about_ca_topic_score_gemma":0.004526781,"domain_scores_codex":[0.9987778,0.000338442,0.0001299782,0.0003413092,0.0003578231,0.00005458177],"domain_scores_gemma":[0.9943586,0.003804157,0.0003379919,0.0006982484,0.0004482168,0.0003528687],"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":[0.002283922,0.0002616101,0.0150119,0.002305534,0.0002721006,0.0005898075,0.0005604111,0.01304894,0.004394839,0.0135392,0.6354299,0.3123019],"study_design_scores_gemma":[0.00112755,0.0005690512,0.01532384,0.0007575774,0.0002522215,0.001442773,0.000318577,0.3402336,0.01728744,0.05221997,0.5700253,0.0004421359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.009038334,0.001310705,0.3156645,0.001653338,0.0002630764,0.000916444,0.06373627,0.5965227,0.01089462],"genre_scores_gemma":[0.1809445,0.00251902,0.5840822,0.002422657,0.0005312288,0.003558328,0.1825049,0.02893793,0.01449921],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0350377,"threshold_uncertainty_score":0.1172128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338518405381922,"score_gpt":0.4856830713121392,"score_spread":0.351831230773947,"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."}}