{"id":"W2022237123","doi":"10.1002/cncr.23610","title":"Critical assessment of tools to predict clinically insignificant prostate cancer at radical prostatectomy in contemporary men","year":2008,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Nomogram; Medicine; Prostatectomy; Prostate cancer; Cancer; Cohort; Oncology; Urology; Biopsy; Prostate-specific antigen; Prostate; Cutoff; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02352448,0.001134875,0.000695419,0.003321795,0.0005881414,0.001750423,0.001167555,0.001052686,0.0008967726],"category_scores_gemma":[0.07311394,0.0002528669,0.0006270697,0.001261999,0.000888893,0.001156677,0.001201914,0.0009205306,0.0002837094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008287387,"about_ca_system_score_gemma":0.0009958826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001834567,"about_ca_topic_score_gemma":0.001550815,"domain_scores_codex":[0.9945561,0.002882018,0.0004565895,0.0004485564,0.001451282,0.0002054831],"domain_scores_gemma":[0.9553568,0.02955814,0.005108304,0.001876513,0.006319745,0.001780515],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005356767,0.00006555564,0.9742207,0.00006507631,0.0001467821,0.00007066621,0.0002495009,0.001372884,0.0001108619,0.0001434156,0.0008015076,0.02221747],"study_design_scores_gemma":[0.00007713746,0.001654101,0.9512588,0.0001464394,0.0003018936,0.0006297922,0.0005759609,0.04012803,0.0008397502,0.001344346,0.002991828,0.00005195588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865805,0.003080777,0.005972997,0.0009294862,0.0001281573,0.0001842848,0.0005165127,0.0001092022,0.002497995],"genre_scores_gemma":[0.9972852,0.0001701087,0.002005524,0.00007143062,0.00006461175,0.00004104611,0.0002882745,0.000007395472,0.0000664612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9764755,"threshold_uncertainty_score":0.1244108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08955579670768582,"score_gpt":0.4035970447209388,"score_spread":0.3140412480132529,"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."}}