{"id":"W3095357175","doi":"10.1093/ajcp/aqaa161.304","title":"Legionella Test Reporting at a Regional Veteran Affairs Medical Center","year":2020,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legionella; Medicine; Quarter (Canadian coin); Epidemiology; Veterans Affairs; Legionnaires' disease; Quality assurance; Environmental health; Emergency medicine; Intensive care medicine; Legionella pneumophila; External quality assessment; Internal medicine; Geography; Biology; Pathology; Bacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002990255,0.0002440182,0.0002187783,0.003081903,0.0005534996,0.001393791,0.0007635738,0.0002189601,0.005716169],"category_scores_gemma":[0.0147422,0.000210449,0.0002655954,0.003062067,0.0003248664,0.0005155059,0.000803126,0.0003501125,0.001116171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00186631,"about_ca_system_score_gemma":0.003206622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02628122,"about_ca_topic_score_gemma":0.02430287,"domain_scores_codex":[0.9950219,0.0009338672,0.001069773,0.0005711835,0.00186385,0.0005394042],"domain_scores_gemma":[0.9593171,0.004251353,0.02160623,0.00163203,0.01103754,0.002155616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005634692,0.00002629643,0.9809224,0.00008762225,0.00002654061,0.0001141894,0.0001773577,0.0001420521,0.0007542885,0.00004570094,0.004272673,0.01337454],"study_design_scores_gemma":[0.000004862637,0.00014178,0.9880189,0.0001269007,0.00002314301,0.0004725255,0.0008351428,0.0004050201,0.001909724,0.00003881851,0.00801029,0.0000128393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504122,0.002064388,0.002119471,0.001864419,0.0001509081,0.000210463,0.02399245,0.0004129744,0.01877278],"genre_scores_gemma":[0.9862291,0.0007608811,0.00198166,0.0003361655,0.0001023553,0.00006423244,0.008102799,0.00003682011,0.002385937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02628122,"threshold_uncertainty_score":0.05225646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07808780118650482,"score_gpt":0.4023053273636766,"score_spread":0.3242175261771718,"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."}}