{"id":"W2316821744","doi":"10.1136/bmjquality.u211376.w4582","title":"Reducing inappropriate ESR testing with computerized clinical decision support","year":2016,"lang":"en","type":"article","venue":"BMJ Quality Improvement Reports","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Erythrocyte sedimentation rate; Health care; Clinical decision support system; Intervention (counseling); Psychological intervention; Pediatrics; Family medicine; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008420873,0.0005273696,0.0004118565,0.001981146,0.0005103819,0.001170253,0.001310944,0.0004942139,0.004695401],"category_scores_gemma":[0.08631904,0.0003316879,0.0005814767,0.002666627,0.0006439636,0.001389959,0.001347613,0.0007812287,0.0004746633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00209296,"about_ca_system_score_gemma":0.005115682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008942234,"about_ca_topic_score_gemma":0.008867436,"domain_scores_codex":[0.9830695,0.0118476,0.001472118,0.0006676738,0.002466911,0.0004761226],"domain_scores_gemma":[0.9003522,0.07489198,0.01302975,0.004329126,0.004174821,0.00322199],"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":[0.003307099,0.02328761,0.1552482,0.0009921683,0.0002131034,0.0001634993,0.002142977,0.01379229,0.002002231,0.001179665,0.008324129,0.7893471],"study_design_scores_gemma":[0.007956122,0.02913388,0.78177,0.001221357,0.0006041951,0.0006447498,0.003143826,0.1283975,0.01155812,0.007773235,0.02744209,0.0003550126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515058,0.0005608342,0.02521608,0.004878194,0.0001379395,0.003624423,0.0005649611,0.001183408,0.01232835],"genre_scores_gemma":[0.9566727,0.0002869307,0.04022765,0.0006169192,0.0001438923,0.001180627,0.0002132758,0.00002381755,0.0006340762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008942234,"threshold_uncertainty_score":0.04453433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.652487585252848,"score_gpt":0.6078984647466887,"score_spread":0.04458912050615926,"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."}}