{"id":"W3004106484","doi":"10.1093/ajcp/aqaa003","title":"Prostate-Specific Antigen Test Utilization in a Major Canadian City","year":2020,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Prostate-specific antigen; Antigen; Test (biology); Medicine; Immunology; Internal medicine; Prostate cancer; Biology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001063148,0.0004919546,0.0005157269,0.004261232,0.003022698,0.001664522,0.002018572,0.000491749,0.002007765],"category_scores_gemma":[0.004472569,0.0003473415,0.0008568843,0.01086367,0.0008419986,0.00048475,0.0009156246,0.0005341603,0.0001597176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06401921,"about_ca_system_score_gemma":0.1193256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9973128,"about_ca_topic_score_gemma":0.9987531,"domain_scores_codex":[0.9977893,0.0001191624,0.0001657517,0.0002052542,0.001130518,0.0005900291],"domain_scores_gemma":[0.9951906,0.0002555754,0.0007439397,0.00005725426,0.002944536,0.0008080828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001953602,0.00005231469,0.8455207,0.003742802,0.0006279406,0.0006986967,0.001801971,0.0008216802,0.0005527238,0.001377127,0.03769403,0.1069146],"study_design_scores_gemma":[0.00002344609,0.00004503716,0.9689373,0.001422745,0.000351311,0.0005515309,0.002956515,0.0004070622,0.0001924312,0.0000824647,0.02498084,0.00004941075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6800066,0.2331908,0.0008603866,0.0196782,0.0006848985,0.0004545158,0.02644191,0.0001575397,0.03852519],"genre_scores_gemma":[0.9232388,0.06665359,0.001309628,0.002254087,0.0001146868,0.00007731432,0.004440529,0.0000264989,0.001884874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06401921,"threshold_uncertainty_score":0.464494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146319542466805,"score_gpt":0.3920113053252686,"score_spread":0.277379351078588,"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."}}