{"id":"W2394938726","doi":"10.1186/s12884-016-0903-2","title":"Predictors of a negative labour and birth experience based on a national survey of Canadian women","year":2016,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Reproductive medicine; Medicine; Family medicine; Obstetrics; Pregnancy; Gynecology; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.000132559,0.000076446,0.0001622321,0.0002003401,0.00004106013,0.000002656194,0.0000385954,0.00003578738,0.0002936622],"category_scores_gemma":[0.0001773103,0.00004906903,0.00001902996,0.0001419916,0.0001112031,0.00004316856,0.00001189091,0.00003962905,0.000001294679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003004765,"about_ca_system_score_gemma":0.0002510194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02372999,"about_ca_topic_score_gemma":0.02481733,"domain_scores_codex":[0.9993166,0.00005238664,0.0001971101,0.0001381573,0.0001512804,0.0001445099],"domain_scores_gemma":[0.999409,0.0001116959,0.00007998266,0.00008671197,0.0001174146,0.0001951662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000301837,0.00007906279,0.9946706,0.0008190154,0.00001380474,0.000002123938,0.0009141499,7.512128e-7,0.00003567426,0.001551605,0.00001121024,0.001600183],"study_design_scores_gemma":[0.001235811,0.0005706894,0.994665,0.002199313,0.000001520839,0.000006301045,0.00005519055,0.00003804842,0.0006365335,0.000120888,0.000419532,0.00005123533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972507,0.0002297544,0.00003535863,0.00008333864,0.00004186544,0.0001798158,0.001420279,0.000006684556,0.000752213],"genre_scores_gemma":[0.9983811,0.000122163,0.00008486291,0.00009262592,0.00001239213,0.0000331636,0.000005065514,0.000005619359,0.001262949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001548948,"threshold_uncertainty_score":0.9929772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03463133774111536,"score_gpt":0.2910541361535573,"score_spread":0.2564227984124419,"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."}}