{"id":"W2041812982","doi":"10.1002/cncr.23055","title":"A nomogram for predicting low‐volume/low‐grade prostate cancer","year":2007,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Nomogram; Medicine; Prostate cancer; Biopsy; Prostatectomy; Urology; Cancer; Prostate-specific antigen; Receiver operating characteristic; Radiology; Oncology; 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":[],"consensus_categories":[],"category_scores_codex":[0.004357473,0.001096728,0.0007763415,0.004791379,0.0003219318,0.001417299,0.0007413423,0.0005885953,0.001313002],"category_scores_gemma":[0.01767561,0.0002109758,0.0008984263,0.001010763,0.0003358095,0.0009560634,0.0004892857,0.0007473607,0.0008076987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000688136,"about_ca_system_score_gemma":0.0008895904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001976939,"about_ca_topic_score_gemma":0.00240745,"domain_scores_codex":[0.9987186,0.0006665731,0.00009553497,0.0001115429,0.0003375925,0.00007018938],"domain_scores_gemma":[0.9931236,0.003990189,0.0007733716,0.0002938327,0.001407942,0.0004112231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001511762,0.0002611612,0.726301,0.0002819138,0.0006843489,0.0006019695,0.0001786513,0.05690075,0.00130716,0.001404194,0.01475303,0.1958141],"study_design_scores_gemma":[0.0003127465,0.00113698,0.2826886,0.0002390741,0.0006106211,0.00332341,0.0003743329,0.6901172,0.001938781,0.003503068,0.01557371,0.0001815093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7807695,0.006998106,0.1923923,0.002058471,0.0007202772,0.0009526669,0.005018431,0.002384755,0.008705585],"genre_scores_gemma":[0.949679,0.0007612519,0.04644391,0.0001016195,0.0001789784,0.0002662571,0.001879157,0.00005629828,0.0006335459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004791379,"threshold_uncertainty_score":0.02304476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987049994173915,"score_gpt":0.3292172802137617,"score_spread":0.3093467802720226,"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."}}