{"id":"W1484814684","doi":"10.1002/cncr.23827","title":"Currently used criteria for active surveillance in men with low‐risk prostate cancer","year":2008,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fonds de Recherche du Québec - Santé; Université de Montréal","funders":"","keywords":"Medicine; Prostate cancer; Watchful waiting; Gynecology; Cancer; Oncology; Medical physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008430755,0.0002307211,0.0004417725,0.00007201304,0.00008955735,0.00001207935,0.00006143552,0.00005402227,0.0001916121],"category_scores_gemma":[0.00002724358,0.0001691177,0.00006786349,0.0002288189,0.0001037364,0.0001155138,0.00001691856,0.0001400152,0.000005062435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000717893,"about_ca_system_score_gemma":0.000541363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001566677,"about_ca_topic_score_gemma":0.001845629,"domain_scores_codex":[0.9986817,0.00003223147,0.0002411613,0.000443625,0.000189358,0.0004119569],"domain_scores_gemma":[0.999209,0.00008289424,0.000148702,0.0002341578,0.0001822423,0.0001429388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002582126,0.0003026423,0.9588677,0.0002051687,0.0002270069,0.00007456177,0.00266561,0.0001216461,0.000435418,0.000008182907,0.0107781,0.02373183],"study_design_scores_gemma":[0.01456352,0.0008292304,0.9296453,0.0008460487,0.0001227092,0.00001341729,0.0001881322,0.0004658534,0.0216577,0.00004637744,0.03122204,0.0003996851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887851,0.006060705,0.00002835473,0.00146528,0.0002472551,0.001905832,0.001080321,0.00004503856,0.0003820978],"genre_scores_gemma":[0.9767604,0.01686353,0.0001601278,0.0002568891,0.0002184693,0.004948433,0.00007820143,0.00004840871,0.0006655724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02922241,"threshold_uncertainty_score":0.6896421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841231747068557,"score_gpt":0.3336437310002291,"score_spread":0.3052314135295435,"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."}}