{"id":"W2079202246","doi":"10.1038/ncpuro0972","title":"Predictive models and prostate cancer","year":2008,"lang":"en","type":"review","venue":"Nature Clinical Practice Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Oncology; Cancer; Prostate; Internal medicine; Gynecology","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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0005306367,0.0005640564,0.002906344,0.0001320287,0.0000980455,0.00001867081,0.000138573,0.00267828,0.00004496178],"category_scores_gemma":[0.003572537,0.0003855191,0.0005614804,0.000231535,0.0004287628,0.0002520376,0.000171425,0.005320756,0.00004104763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001930331,"about_ca_system_score_gemma":0.00143172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002531406,"about_ca_topic_score_gemma":0.000005849594,"domain_scores_codex":[0.9961348,0.0007022127,0.001203531,0.001183627,0.0003212228,0.000454635],"domain_scores_gemma":[0.9913332,0.006318907,0.0009984528,0.0005671164,0.000378662,0.0004036788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007657511,0.0007742158,0.0001434181,0.002022076,0.00209258,0.001323945,0.00005105551,0.000003077373,3.683416e-9,0.0002373016,0.02199517,0.9705914],"study_design_scores_gemma":[0.00149681,0.002414217,0.0001026197,0.001627812,0.008206753,0.00205989,0.000007404093,0.00005384321,4.291383e-8,0.0002305354,0.9835341,0.0002659452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006487756,0.9862183,0.00001273816,0.006293236,0.001329837,0.002350936,0.0002345801,0.00007836267,0.003475493],"genre_scores_gemma":[0.0000725956,0.9878891,0.0005943244,0.008885081,0.001141777,0.0008021758,0.0001881838,0.00009290108,0.0003338635],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9703255,"threshold_uncertainty_score":0.9998597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0929932560929777,"score_gpt":0.4935813045157477,"score_spread":0.40058804842277,"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."}}