{"id":"W4392381183","doi":"10.1016/j.jogc.2024.102430","title":"Characteristics and Management of Chorioamnionitis at an Academic Centre in Ontario Before and After Implementation of an Order Set","year":2024,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Oakville-Trafalgar Memorial Hospital; Royal Victoria Regional Health Centre; 3M (Canada); University of Toronto; McMaster University","funders":"Paul Scherrer Institut; Program on Philanthropy and Social Innovation","keywords":"Chorioamnionitis; Medicine; Order (exchange); Set (abstract data type); Significant difference; Obstetrics; Pregnancy; Internal medicine; Computer science; Gestation; Biology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001399839,0.00009510137,0.0002790728,0.000211522,0.00002386671,0.00001028841,0.00003899849,0.00008889473,0.0002111461],"category_scores_gemma":[0.00003902387,0.00008287881,0.00001659854,0.0001453767,0.00004812719,0.0001468789,0.0000415743,0.0002568698,3.818728e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000476327,"about_ca_system_score_gemma":0.0005094637,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05070614,"about_ca_topic_score_gemma":0.7550378,"domain_scores_codex":[0.9990666,0.00002856881,0.0004532595,0.0001223606,0.0001794465,0.0001497558],"domain_scores_gemma":[0.999381,0.00009797887,0.0001725018,0.00006496798,0.0001091678,0.0001743657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002076409,0.0000151205,0.8708665,0.0002843784,0.0000716627,0.001639509,0.0009015701,2.297856e-7,0.00001069907,0.00004857772,0.00004059332,0.1261003],"study_design_scores_gemma":[0.001385844,0.0006014121,0.9941283,0.00006217203,0.0001433983,0.0001528504,0.0008839955,0.00003779336,0.00003667876,0.00006781017,0.002436479,0.00006320848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964063,0.002095508,0.000002119541,0.000184877,0.001054768,0.0001326864,0.00008433125,0.000001371739,0.0000380443],"genre_scores_gemma":[0.9981085,0.001458884,0.0002093792,0.00008974784,0.0000156673,0.000001819658,0.00003218473,0.000007909137,0.00007587209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7043316,"threshold_uncertainty_score":0.9556153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009043852402177097,"score_gpt":0.2552161930473167,"score_spread":0.2461723406451396,"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."}}