{"id":"W1988357742","doi":"10.1016/j.ijrobp.2009.05.068","title":"Unilateral Prostate Cancer Cannot be Accurately Predicted in Low-Risk Patients","year":2009,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Biopsy; Stage (stratigraphy); Urology; Prostate biopsy; Confidence interval; Population; Prostate; Logistic regression; Prostate-specific antigen; Cancer; Radiology; Surgery; 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":[0.0009676933,0.0006601076,0.001091343,0.001188372,0.0005194215,0.001308909,0.0009773038,0.0008789884,0.002610771],"category_scores_gemma":[0.01151189,0.000343937,0.0005861564,0.0006588318,0.0005264138,0.00124634,0.0008909956,0.0008122583,0.001180827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000483012,"about_ca_system_score_gemma":0.0006393623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003719466,"about_ca_topic_score_gemma":0.008021902,"domain_scores_codex":[0.9991593,0.0002527625,0.00007243689,0.0001150383,0.0002188824,0.0001814881],"domain_scores_gemma":[0.9951933,0.002850187,0.0006725474,0.000290722,0.0003203354,0.0006728746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007176258,0.00006108156,0.9679436,0.00008114673,0.00007233394,0.0006063133,0.00005261162,0.0009225137,0.0009840728,0.0001455695,0.0008592872,0.02755379],"study_design_scores_gemma":[0.00003723367,0.0004112638,0.9829358,0.00007633807,0.0002801947,0.003211227,0.0002976244,0.008299477,0.001389415,0.001720493,0.001314174,0.00002677486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863952,0.003369924,0.001279784,0.0008728901,0.0001806892,0.00001977563,0.0005206272,0.00008985976,0.007271144],"genre_scores_gemma":[0.9990547,0.0002448766,0.0001937823,0.00008581201,0.00006689359,0.000002829098,0.0001525828,0.000006519694,0.0001919302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003719466,"threshold_uncertainty_score":0.008733928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132471693871396,"score_gpt":0.343996927017135,"score_spread":0.3226722100784211,"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."}}