{"id":"W2984925915","doi":"10.5489/cuaj.6334","title":"Taking a more critical look at the use of costly and invasive testing","year":2019,"lang":"en","type":"editorial","venue":"Canadian Urological Association Journal","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Intensive care medicine; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01594529,0.002789313,0.004003631,0.004833803,0.004581097,0.0108102,0.00403315,0.02464398,0.01593613],"category_scores_gemma":[0.1197391,0.001255455,0.002845119,0.00234459,0.004347875,0.006686159,0.001530879,0.0334839,0.008012111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006352187,"about_ca_system_score_gemma":0.009070278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00997663,"about_ca_topic_score_gemma":0.02042945,"domain_scores_codex":[0.9851827,0.002753274,0.002354042,0.001119272,0.007893195,0.0006975218],"domain_scores_gemma":[0.867341,0.07410227,0.004477023,0.002842067,0.04245501,0.008782655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001094565,0.000006537071,0.00003273084,0.0002255862,0.000009254768,0.00006720218,0.00002996581,0.00001379957,0.0000207166,0.0003430782,0.9937079,0.005532376],"study_design_scores_gemma":[0.00002121236,0.00001650381,0.000249488,0.001081772,0.00003154694,0.0002713029,0.000107707,0.00007403672,0.00005783212,0.0008930141,0.9971667,0.00002896979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002986207,0.007610392,0.0001676516,0.09124018,0.8985898,0.00003043334,0.000045394,0.00005418881,0.002232038],"genre_scores_gemma":[0.0003919629,0.0078401,0.000244895,0.04976177,0.937184,0.0000251016,0.00002853649,0.00005298033,0.004470792],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02464398,"threshold_uncertainty_score":0.08432776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140118994180485,"score_gpt":0.2825414732650071,"score_spread":0.2411402833232022,"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."}}