{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006539664,0.0002910536,0.0003431599,0.00116333,0.001425984,0.0006418298,0.0007404097,0.0002667682,0.00162865],"category_scores_gemma":[0.00217953,0.0002759263,0.000450829,0.002311602,0.0003645673,0.0001912062,0.0008438432,0.0005148847,0.0001618208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00794802,"about_ca_system_score_gemma":0.01252837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9788013,"about_ca_topic_score_gemma":0.9801103,"domain_scores_codex":[0.9993418,0.00004598477,0.00004357165,0.00009144877,0.000288569,0.0001886743],"domain_scores_gemma":[0.998641,0.00008793429,0.0003228054,0.00004100908,0.00058839,0.0003188612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002534988,0.00001172558,0.9972661,0.00002417933,0.0000208998,0.0000343656,0.0003314056,0.00003398856,0.00007606773,0.00002628883,0.0006367314,0.001512903],"study_design_scores_gemma":[0.000002280613,0.00001082148,0.9989663,0.00001759965,0.00001023242,0.00003610571,0.0004861327,0.00008210166,0.00001578443,0.000007076394,0.0003611915,0.000004349109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910679,0.0004544153,0.00007107682,0.000258542,0.000007819207,0.00004658358,0.006024264,0.000007099745,0.002062304],"genre_scores_gemma":[0.9962077,0.0004829136,0.0001351382,0.0000594163,0.000004125201,0.00002743563,0.002657065,0.000002912146,0.0004231934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02119869,"threshold_uncertainty_score":0.05766726,"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."}}