{"id":"W2164741834","doi":"10.1016/j.eururo.2008.05.024","title":"Prostate Cancer Diagnosis: Importance of Individualized Risk Stratification Models over PSA Alone","year":2008,"lang":"en","type":"letter","venue":"European Urology","topic":"AI in cancer detection","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Artificial intelligence; Pattern recognition (psychology); Feature selection; Segmentation; Support vector machine; Feature extraction; Medicine; Preprocessor; Naive Bayes classifier; Computer science","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":[0.01101817,0.0005702818,0.001946596,0.0006640701,0.000868578,0.002672658,0.001276433,0.008273115,0.002957444],"category_scores_gemma":[0.06296356,0.0004590722,0.001038157,0.0005649977,0.001369426,0.003887034,0.0009158856,0.01421193,0.002087571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143265,"about_ca_system_score_gemma":0.00113558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002249132,"about_ca_topic_score_gemma":0.004762047,"domain_scores_codex":[0.9952069,0.003192382,0.0002828425,0.000355768,0.0008066746,0.000155523],"domain_scores_gemma":[0.9276248,0.06615549,0.0007494995,0.001159798,0.003380344,0.0009300788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002002967,0.0002258001,0.02449469,0.0004843447,0.0003262448,0.001320707,0.0002278158,0.006322624,0.0008136768,0.01688042,0.4741939,0.4727069],"study_design_scores_gemma":[0.001395394,0.001233522,0.03046198,0.001632051,0.0007704344,0.01084538,0.0008058276,0.144009,0.002252171,0.3353337,0.4708892,0.0003714884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00659643,0.007543364,0.01317547,0.9594461,0.00680232,0.00003894539,0.0001691774,0.0001427685,0.006085557],"genre_scores_gemma":[0.2878391,0.02342708,0.03920462,0.5151858,0.1266653,0.0002349069,0.0004536127,0.0002809281,0.006708634],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01101817,"threshold_uncertainty_score":0.05827034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599476209570327,"score_gpt":0.2512479339943554,"score_spread":0.2252531718986521,"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."}}