{"id":"W2071932144","doi":"10.1016/j.juro.2006.06.103","title":"Modeling Prostate Specific Antigen Kinetics in Patients on Active Surveillance","year":2006,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Women's College Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate-specific antigen; Kinetics; Antigen; Prostate; Immunology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837566,0.00007982178,0.0002119436,0.00008000059,0.00001962303,0.000003386372,0.00005851938,0.00003301241,0.00001145732],"category_scores_gemma":[0.00001563003,0.00004674848,0.00003916932,0.00007695743,0.00003379189,0.00002370428,0.0000122355,0.0001845603,0.000005610787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009603034,"about_ca_system_score_gemma":0.00002685231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003917091,"about_ca_topic_score_gemma":0.00002772757,"domain_scores_codex":[0.9992745,0.00008091656,0.0002772948,0.00006805548,0.0001433326,0.0001558801],"domain_scores_gemma":[0.9995282,0.00007169477,0.0001406727,0.000108403,0.0001206796,0.0000303701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01470237,0.002598393,0.8675665,0.00001599782,0.0001480288,0.0002227978,0.0007999102,0.0919178,0.002039301,0.0001337186,0.001373589,0.01848156],"study_design_scores_gemma":[0.003663635,0.00489831,0.9878517,0.00002691074,0.00002450333,0.00003050838,0.00002285178,0.0006715865,0.0009607692,0.000528678,0.001268074,0.00005246527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964592,0.0008425469,0.00004432705,0.001942977,0.0001467586,0.0001812521,0.000006549363,0.000002712549,0.0003736486],"genre_scores_gemma":[0.9982665,0.001272733,0.00004158749,0.0002781077,0.000112982,0.00000171203,0.000004925064,0.0000096894,0.00001183295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1202852,"threshold_uncertainty_score":0.1906348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138744908263112,"score_gpt":0.246712100786579,"score_spread":0.2328376099602678,"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."}}