{"id":"W1500801616","doi":"10.1111/bju.12754","title":"Factors influencing disease progression of prostate cancer under active surveillance: a <scp>M</scp> c <scp>G</scp> ill <scp>U</scp> niversity <scp>H</scp> ealth <scp>C</scp> enter cohort","year":2014,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Prostate cancer; Interquartile range; Prostate-specific antigen; Cohort; Internal medicine; Cancer; Biopsy; Prostate; Prostate biopsy; High-grade prostatic intraepithelial neoplasia; Rectal examination; Urology; Gastroenterology; Oncology; Intraepithelial neoplasia","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":[0.0003650354,0.0002435631,0.0002836018,0.0005215803,0.0004463317,0.0006488003,0.0002786386,0.0002946185,0.001415226],"category_scores_gemma":[0.00118457,0.0001828275,0.0004069465,0.0004985537,0.000236474,0.0004324839,0.0003433327,0.000564997,0.0001824586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963215,"about_ca_system_score_gemma":0.0002731534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003357938,"about_ca_topic_score_gemma":0.00377143,"domain_scores_codex":[0.9997995,0.00004091953,0.00001762756,0.00005826819,0.00004116055,0.00004249856],"domain_scores_gemma":[0.9991764,0.0000940051,0.0003494573,0.00005188762,0.00006081164,0.0002673447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009662756,0.00002110825,0.9991359,0.000002163701,0.00001849799,0.00004443229,0.00002686302,0.00001605436,0.0001349712,0.000005524636,0.00002695561,0.0004708638],"study_design_scores_gemma":[0.000007362401,0.000126263,0.9991009,0.000002285894,0.00001984834,0.0003590707,0.00009776343,0.0001514987,0.00004034307,0.0000109524,0.00008149463,0.000002259452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997151,0.00006672023,0.00002601359,0.00001378898,0.000001740215,0.000002976658,0.00007380735,9.977584e-7,0.00009867797],"genre_scores_gemma":[0.9997426,0.00002910257,0.00002064941,0.000006660631,0.000005005843,0.000001816045,0.0001407995,6.655363e-7,0.00005271298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003357938,"threshold_uncertainty_score":0.006676793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013805004130513,"score_gpt":0.2697323429042572,"score_spread":0.2559273387737442,"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."}}