{"id":"W2783677226","doi":"10.1136/bmjopen-2017-017993","title":"Variations in childbirth interventions in high-income countries: protocol for a multinational cross-sectional study","year":2018,"lang":"en","type":"article","venue":"BMJ Open","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Academie Verloskunde Amsterdam Groningen; Fundação Oswaldo Cruz; European Cooperation in Science and Technology","keywords":"Medicine; Childbirth; Psychological intervention; Obstetrics; Episiotomy; Population; Apgar score; Pregnancy; Cross-sectional study; Socioeconomic status; Gestational age; Environmental health; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001460235,0.0001086308,0.0002362062,0.0002512633,0.0001800152,0.0001199625,0.000233901,0.00006029149,0.003513666],"category_scores_gemma":[0.0002413251,0.0000971029,0.00009496367,0.0002468545,0.00005714577,0.0002547111,0.0001912763,0.0001345369,0.0001135685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961343,"about_ca_system_score_gemma":0.0002349762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002675119,"about_ca_topic_score_gemma":0.009257311,"domain_scores_codex":[0.9983059,0.00008373419,0.000884342,0.0002763266,0.0002413891,0.0002082866],"domain_scores_gemma":[0.999141,0.00008759958,0.0001785776,0.0002120502,0.0003077871,0.00007301362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001680824,0.001650535,0.9881231,0.001175259,0.00002410553,0.00000921745,0.0002787825,0.000007203074,0.00000122942,0.006831562,0.0001157994,0.0001023459],"study_design_scores_gemma":[0.01095938,0.001642198,0.9767002,0.001001719,0.00000393174,0.0000270562,0.00003602876,0.0007375152,0.0000093955,0.001279486,0.007503836,0.00009925292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.4430669,9.333393e-7,0.0009725169,0.001102326,0.0003020437,0.5522653,0.0004404366,0.00003041785,0.001819033],"genre_scores_gemma":[0.52906,3.579879e-8,0.001013398,0.0001026482,0.0001677209,0.4635131,0.00003281514,0.000009554997,0.006100709],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.08875225,"threshold_uncertainty_score":0.9973972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1534562643021725,"score_gpt":0.5495160591101929,"score_spread":0.3960597948080204,"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."}}