{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00276191,0.001574814,0.002551707,0.002734668,0.0002968597,0.002066238,0.001878481,0.001766008,0.005046441],"category_scores_gemma":[0.008658058,0.0006473384,0.001414167,0.003897506,0.001073611,0.002782642,0.001229937,0.003605756,0.001691142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176001,"about_ca_system_score_gemma":0.003367349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004068062,"about_ca_topic_score_gemma":0.004223273,"domain_scores_codex":[0.9991872,0.0002891309,0.00008074888,0.0001168518,0.000289804,0.00003628872],"domain_scores_gemma":[0.9950058,0.003895664,0.0004126267,0.0001506859,0.0004409173,0.00009432065],"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":[0.00005875671,0.00008177471,0.000937266,0.01045031,0.0003116146,0.0001082506,0.00003720219,0.003638122,0.0001014327,0.008438014,0.05181323,0.924024],"study_design_scores_gemma":[0.00009785772,0.0001815583,0.004497566,0.03047258,0.001267066,0.002075699,0.0001280567,0.009549663,0.0006447634,0.0577021,0.8932527,0.0001303288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001423957,0.9956866,0.001162927,0.00149114,0.0005105687,0.000008825815,0.0000593961,0.00003379495,0.0009044455],"genre_scores_gemma":[0.002880648,0.9941794,0.0007923865,0.00077341,0.0007441036,0.00001325632,0.0001315517,0.00000593735,0.0004793493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005046441,"threshold_uncertainty_score":0.016882,"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."}}