{"id":"W2106145306","doi":"10.1186/s13012-015-0258-5","title":"The effect of professional-led guideline workshops on clinical practice for the management of patent ductus arteriosus in preterm neonates in Japan: a controlled before-and-after study","year":2015,"lang":"en","type":"article","venue":"Implementation Science","topic":"Cardiovascular Conditions and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Mount Sinai Hospital","funders":"Tokyo Women's Medical University; Ministry of Health, Labour and Welfare","keywords":"Medicine; Intensive care; Guideline; Odds ratio; Neonatology; Family medicine; Pediatrics; Emergency medicine; Intensive care medicine; Internal medicine; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.00620622,0.00008568421,0.0002811238,0.00009802265,0.00007251496,0.00002149621,0.00009429338,0.00001466046,0.00000474307],"category_scores_gemma":[0.0004301757,0.00004051863,0.00009070161,0.000304462,0.0001510252,0.000106037,0.00006794061,0.00005740883,5.941864e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006584998,"about_ca_system_score_gemma":0.00007827606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005503488,"about_ca_topic_score_gemma":0.0002676795,"domain_scores_codex":[0.998175,0.000208328,0.000708506,0.0002128915,0.0005454769,0.0001497989],"domain_scores_gemma":[0.9984375,0.000854603,0.0001766182,0.0002689478,0.0002166722,0.00004564974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01518122,0.0009354597,0.6591365,0.00005062106,0.0008510809,0.00008585556,0.003343824,0.00007827832,0.00005832734,0.000229819,0.00006987218,0.3199792],"study_design_scores_gemma":[0.04044479,0.003668891,0.9420542,0.00008368996,0.0003971953,0.00001432723,0.0125263,0.0004753726,0.000125557,0.00005422415,0.0001144272,0.00004105953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993215,0.0001422072,0.0001093449,0.001076676,0.0001997997,0.005217627,0.000006849463,0.000002901051,0.00002958279],"genre_scores_gemma":[0.9981037,0.00002757153,0.0004726978,0.00007656105,0.00001512056,0.001269861,0.000006787401,0.000004288601,0.00002343038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3199381,"threshold_uncertainty_score":0.2150964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06537629398714112,"score_gpt":0.4782253461405571,"score_spread":0.412849052153416,"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."}}