{"id":"W2520541032","doi":"10.1016/j.cjca.2015.07.450","title":"IMPACT OF A STRUCTURED REFERRAL ALGORITHM ON THE ABILITY OF AN ECHOCARDIOGRAPHY LABORATORY TO MONITOR ADHERENCE TO APPROPRIATE USE CRITERIA FOR TRANSTHORACIC ECHOCARDIOGRAPHY","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Requisition; Referral; Cohort; Appropriate Use Criteria; Emergency medicine; Outpatient clinic; Internal medicine; Algorithm; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01740066,0.0004587729,0.0007853613,0.0007990165,0.0006341862,0.002059047,0.001055137,0.001638396,0.002847509],"category_scores_gemma":[0.09675721,0.0003170605,0.001255371,0.0008077822,0.0004535113,0.001739888,0.001393433,0.001742037,0.0003556735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001905444,"about_ca_system_score_gemma":0.005939839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006700368,"about_ca_topic_score_gemma":0.00762271,"domain_scores_codex":[0.9814126,0.01039984,0.002417712,0.001530343,0.003410563,0.0008289086],"domain_scores_gemma":[0.910394,0.05957703,0.01156855,0.004253949,0.008243185,0.005963262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01621235,0.01154047,0.7334213,0.0003104368,0.00096039,0.0004653156,0.001233262,0.01241465,0.001287558,0.001149989,0.007198243,0.213806],"study_design_scores_gemma":[0.003547783,0.01829876,0.8458226,0.0006949518,0.001608037,0.0008072992,0.001539925,0.1190454,0.002061033,0.001765727,0.004637015,0.0001713927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846849,0.0004699335,0.002970527,0.005251967,0.0002871186,0.000524812,0.0004145167,0.0001690706,0.005227041],"genre_scores_gemma":[0.9906596,0.00008835442,0.007731365,0.0007541659,0.00007957174,0.0001325598,0.0002739201,0.00001740196,0.0002631168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01740066,"threshold_uncertainty_score":0.09202462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06296806060518086,"score_gpt":0.3246572334300695,"score_spread":0.2616891728248887,"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."}}