{"id":"W3140568773","doi":"10.1186/s12913-021-06296-5","title":"Adoption of a laboratory EMR system and inappropriate laboratory testing in Ontario: a cross-sectional observational study","year":2021,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association","funders":"Ontario Medical Association; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Observational study; Medical laboratory; Fee-for-service; Emergency medicine; Electronic medical record; Internal medicine; Health care; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001360475,0.000251553,0.0003368226,0.0005174628,0.001195813,0.0008110568,0.0008946885,0.0005335629,0.001845232],"category_scores_gemma":[0.004778378,0.0005568422,0.0007124409,0.001785047,0.0008009822,0.0005681856,0.000742394,0.0008023722,0.0001860062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01507064,"about_ca_system_score_gemma":0.01321612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9375905,"about_ca_topic_score_gemma":0.9510224,"domain_scores_codex":[0.9986305,0.0002482481,0.000128386,0.0002132405,0.000464105,0.0003155521],"domain_scores_gemma":[0.9936931,0.0007707016,0.003149654,0.0003300007,0.001144833,0.0009116665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002815827,0.00004353409,0.9986184,0.00001362336,0.00003461093,0.00003724304,0.0004888425,0.00005738706,0.00006340415,0.00002317681,0.0001580391,0.0004335841],"study_design_scores_gemma":[0.000007319088,0.00004800573,0.9988037,0.000009610123,0.00001864642,0.00002526296,0.0005221163,0.0002952763,0.00001868148,0.00001062641,0.0002361699,0.000004477483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982437,0.0001095126,0.00008993488,0.0001539893,0.000002461335,0.00003028541,0.0009168827,0.000003829246,0.0004493812],"genre_scores_gemma":[0.9990086,0.0001017252,0.0001087504,0.000069783,0.000003016027,0.00002130536,0.000403189,0.000001976026,0.000281612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06240952,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2873548131624087,"score_gpt":0.5213639018729381,"score_spread":0.2340090887105294,"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."}}