{"id":"W1868067763","doi":"10.5489/cuaj.77","title":"Subsequent prostate cancer detection in patients with prostatic intraepithelial neoplasia or atypical small acinar proliferation","year":2012,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Biopsy; Intraepithelial neoplasia; Prostate cancer; Medicine; High-grade prostatic intraepithelial neoplasia; Cancer; Prostate; Urology; Prostate-specific antigen; Prostate biopsy; Odds ratio; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003966771,0.0001912037,0.0002940074,0.0001805504,0.0001811601,0.00007436322,0.00004780598,0.0001856002,0.0002092613],"category_scores_gemma":[0.0002615829,0.0001208428,0.00005504362,0.0002791936,0.0000269366,0.000179208,0.000007691758,0.0005043185,0.0000208469],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004154658,"about_ca_system_score_gemma":0.0007636318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006497893,"about_ca_topic_score_gemma":0.008333059,"domain_scores_codex":[0.9982033,0.0001523161,0.0003807303,0.0002025616,0.0003437937,0.0007172555],"domain_scores_gemma":[0.9985304,0.00006069145,0.0002543115,0.00008253369,0.0003006741,0.0007713621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001844944,0.0003240917,0.9818797,0.0000133551,0.00008601348,0.00003713035,0.0004357086,0.00005074588,0.000023744,0.00001536081,0.000161267,0.01512799],"study_design_scores_gemma":[0.00416718,0.001825632,0.9898641,0.00005680321,0.0001063574,0.00004722978,0.00003927892,0.00006203737,0.000253722,0.00004012236,0.00338734,0.0001502408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924248,0.0001600062,0.00002029026,0.00587919,0.0003187869,0.001088548,0.00005184607,0.00001705856,0.00003945133],"genre_scores_gemma":[0.997357,0.0001230605,0.0001731336,0.001571528,0.0003706242,0.000237806,0.00004177586,0.00002008844,0.0001049719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01497775,"threshold_uncertainty_score":0.9996682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235726459548509,"score_gpt":0.2269938156200667,"score_spread":0.2146365510245816,"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."}}