{"id":"W3027186721","doi":"10.1111/aogs.13919","title":"Augmentation of labor with oxytocin and its association with delivery outcomes: A large‐scale cohort study in 12 public hospitals in Nepal","year":2020,"lang":"en","type":"article","venue":"Acta Obstetricia Et Gynecologica Scandinavica","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; Vetenskapsrådet; Laerdal Foundation for Acute Medicine","keywords":"Medicine; Oxytocin; Obstetrics; Cohort study; Scale (ratio); Cohort; Pregnancy; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004843829,0.0001770047,0.0005712318,0.0002497309,0.00005320134,0.00002674748,0.0000943194,0.0001250606,0.0002546274],"category_scores_gemma":[0.0006815941,0.0001221844,0.00003884093,0.0009000372,0.00001903588,0.0002324752,0.00006476248,0.000304945,0.000004859937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003524144,"about_ca_system_score_gemma":0.0001049046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00031683,"about_ca_topic_score_gemma":0.002796283,"domain_scores_codex":[0.9982274,0.0001834817,0.000503176,0.0003479913,0.0004114804,0.0003265308],"domain_scores_gemma":[0.9987154,0.0005303027,0.0003178848,0.000112065,0.0001636777,0.0001606536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003820072,0.0009966507,0.9963464,0.0002415933,0.00007411678,0.00009986392,0.001510235,0.000002063356,0.00005414768,0.00002815892,0.00003563166,0.0002291067],"study_design_scores_gemma":[0.005523832,0.005222689,0.9858519,0.0001039667,0.00005383462,0.00000467908,0.002645358,0.0001621817,0.00005338154,0.000006703619,0.0002393286,0.0001321516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993041,0.0001246134,0.000002969036,0.004305809,0.00005559719,0.001871327,0.00008722654,0.00003193879,0.0004794675],"genre_scores_gemma":[0.9984046,0.00009077476,0.0001186148,0.000818997,0.00001007929,0.0002075372,0.00003834216,0.00001403536,0.000297079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01049453,"threshold_uncertainty_score":0.4982536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02760532203601481,"score_gpt":0.3087652311265271,"score_spread":0.2811599090905123,"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."}}