{"id":"W2922280022","doi":"10.19080/jojun.2018.05.555681","title":"Unintended Consequences of Premature PSA Utilization","year":2018,"lang":"en","type":"article","venue":"JOJ Urology & Nephrology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Unintended consequences; Medicine; Political 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":[0.008415946,0.0002642031,0.0004238247,0.00146987,0.001686713,0.001456684,0.0007919797,0.002022786,0.01179607],"category_scores_gemma":[0.06254373,0.0002803539,0.0009390161,0.00106958,0.001497192,0.00131119,0.002540211,0.003967369,0.001515786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001479123,"about_ca_system_score_gemma":0.002579835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006275271,"about_ca_topic_score_gemma":0.006631683,"domain_scores_codex":[0.9905652,0.005038515,0.0007918949,0.0006101094,0.001806015,0.001188317],"domain_scores_gemma":[0.9439514,0.02350455,0.01411135,0.00583586,0.008061978,0.004534958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009457804,0.0009786788,0.5480034,0.000530215,0.0006645872,0.005698512,0.002910262,0.002569379,0.0007818171,0.05593821,0.07999384,0.3009854],"study_design_scores_gemma":[0.0002103083,0.001522015,0.5782934,0.004240858,0.000932008,0.02264893,0.006996683,0.01008117,0.003920181,0.2021697,0.1686007,0.0003839737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5500579,0.02314249,0.01767032,0.2469151,0.004453336,0.0003092937,0.005121722,0.0005460044,0.1517839],"genre_scores_gemma":[0.9574126,0.006722555,0.002147395,0.02471929,0.001131451,0.00007563102,0.0005101405,0.00007650633,0.007204347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01179607,"threshold_uncertainty_score":0.04450834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03307319768437485,"score_gpt":0.3106200778111035,"score_spread":0.2775468801267286,"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."}}