{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001912649,0.0002328099,0.0009478854,0.001412168,0.00008945105,0.00006345624,0.0005518451,0.0002609409,0.000004320795],"category_scores_gemma":[0.0005595229,0.000164758,0.0006358874,0.001226117,0.0001747108,0.0003327897,0.00002045025,0.0002832823,0.000001824148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128839,"about_ca_system_score_gemma":0.0005734056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01544727,"about_ca_topic_score_gemma":0.001605297,"domain_scores_codex":[0.9980944,0.0002303661,0.0007196516,0.0002679291,0.0002139592,0.0004736543],"domain_scores_gemma":[0.9968603,0.0000762323,0.0003596485,0.0005565524,0.001843018,0.0003042145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003250329,0.00006377321,0.4581639,0.0006975069,0.003947337,0.0002037555,0.001784934,0.01550059,0.01093964,0.003813695,0.03425207,0.4673825],"study_design_scores_gemma":[0.001989523,0.005411499,0.9264237,0.0002623688,0.0003487304,0.00005498781,0.001708863,0.0002609789,0.0004507568,0.00735898,0.05501248,0.00071711],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906861,0.00008631012,0.006275973,0.0004851883,0.00115619,0.0007957665,0.0003965768,0.00001527897,0.0001026059],"genre_scores_gemma":[0.9966009,0.000002551531,0.001859876,0.0002287246,0.001239617,0.000032084,0.000007395326,0.0000282002,6.577979e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4682598,"threshold_uncertainty_score":0.991109,"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."}}