{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005477804,0.0001152119,0.0007920194,0.0001250639,0.00002491154,0.000008473564,0.00009461762,0.00006528601,0.0001140828],"category_scores_gemma":[0.001113271,0.00009036816,0.0001598388,0.0003793892,0.0003131877,0.00005379089,0.00001748987,0.0004187051,0.00002249987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028808,"about_ca_system_score_gemma":0.0006967467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001085029,"about_ca_topic_score_gemma":0.002025224,"domain_scores_codex":[0.9981496,0.0001678561,0.001049693,0.0002236934,0.00014596,0.000263207],"domain_scores_gemma":[0.998123,0.0003602295,0.0005252613,0.0001306213,0.0001826027,0.0006782641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005028736,0.0002742767,0.8677093,0.000006080811,0.00002925292,0.003003816,0.0003090839,0.000004085247,0.00009861164,0.00001553615,0.001108317,0.1269387],"study_design_scores_gemma":[0.002710745,0.009117753,0.9616374,0.00006260295,0.00003955051,0.0002057177,0.0002711761,0.00002679732,0.0001355262,0.00005975241,0.02565116,0.00008179782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734582,0.0006515937,0.00007102463,0.02498607,0.0001807726,0.0002196644,0.00002679388,0.000007084438,0.0003987444],"genre_scores_gemma":[0.9883775,0.003021878,0.001219455,0.007033374,0.0003093395,0.000005254385,0.00001016831,0.00001497282,0.000008062239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1268569,"threshold_uncertainty_score":0.3685107,"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."}}