{"id":"W126261123","doi":"10.1016/j.jcmg.2014.04.014","title":"Educational Intervention to Reduce Outpatient Inappropriate Echocardiograms","year":2014,"lang":"en","type":"letter","venue":"JACC. Cardiovascular imaging","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Medicine; Odds ratio; Confidence interval; Randomized controlled trial; Intervention (counseling); Odds; Internal medicine; Outpatient clinic; Emergency medicine; Physical therapy; Pediatrics; Cardiology; Logistic regression; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001651497,0.0006026939,0.001455192,0.0004647048,0.0001745189,0.0001888841,0.0005352412,0.0005903202,0.0002075028],"category_scores_gemma":[0.001153264,0.0005928553,0.004358777,0.0006095078,0.0001449536,0.0001252336,0.0002368981,0.002561063,0.001383359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006033149,"about_ca_system_score_gemma":0.0002027568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002809523,"about_ca_topic_score_gemma":0.000001139374,"domain_scores_codex":[0.9948016,0.0003952965,0.001094373,0.001454226,0.001546298,0.0007082545],"domain_scores_gemma":[0.9955788,0.0003878005,0.0002871154,0.002763646,0.0006809473,0.0003016956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002853239,0.0001732586,0.00194897,0.0004704381,0.002807518,0.00004992227,0.00009926922,0.00007468526,0.00007008569,0.00002791522,0.9261723,0.06807712],"study_design_scores_gemma":[0.001133696,0.00008830649,0.005943344,0.000671319,0.002294414,0.0003698891,0.00003682252,0.00007409942,0.0001121894,0.0006002196,0.9880654,0.0006102798],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004996187,0.003745533,0.06794943,0.9042943,0.003180893,0.004180142,0.00008731757,0.0004552222,0.01111099],"genre_scores_gemma":[0.127322,0.0002385398,0.02842223,0.7910947,0.0367513,0.003401974,0.006930037,0.0006098983,0.005229323],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1223258,"threshold_uncertainty_score":0.9997401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02925783185553371,"score_gpt":0.3192066907587802,"score_spread":0.2899488589032465,"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."}}