{"id":"W2966862946","doi":"10.1002/pros.23882","title":"A four‐gene transcript score to predict metastatic‐lethal progression in men treated for localized prostate cancer: Development and validation studies","year":2019,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"National Cancer Institute","keywords":"Receiver operating characteristic; Oncology; Prostate cancer; Internal medicine; Confidence interval; Medicine; Area under the curve; Cancer","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":[0.005947406,0.001067457,0.0005504949,0.0008840368,0.0001866488,0.0007228264,0.0007794218,0.0005490787,0.0007276345],"category_scores_gemma":[0.007941528,0.0002018248,0.0008565953,0.0006121213,0.0005032183,0.0003958568,0.0005859017,0.0006754359,0.0002591278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006028592,"about_ca_system_score_gemma":0.0008958905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00274347,"about_ca_topic_score_gemma":0.002263931,"domain_scores_codex":[0.998678,0.0006686285,0.00006763452,0.0002444006,0.0002659935,0.00007537215],"domain_scores_gemma":[0.9959033,0.002269315,0.0005145579,0.0002644283,0.0007335378,0.0003148956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002600327,0.0009265243,0.8890721,0.0001451495,0.001101971,0.0001325378,0.0001237461,0.03741816,0.007313851,0.0001540986,0.001032474,0.05997897],"study_design_scores_gemma":[0.0004739187,0.008863206,0.5266739,0.00008505505,0.001062837,0.000544419,0.0001613958,0.4465607,0.01343955,0.0005991212,0.001458129,0.00007783259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881797,0.0004616618,0.009836541,0.00008831144,0.00001890879,0.0001560542,0.0007696482,0.0001245218,0.0003646547],"genre_scores_gemma":[0.9925432,0.0001360091,0.005118203,0.00003705164,0.00001388357,0.0001024024,0.001864058,0.00001193721,0.000173351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005947406,"threshold_uncertainty_score":0.03145331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05936073510991305,"score_gpt":0.3420835079398908,"score_spread":0.2827227728299778,"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."}}