{"id":"W2972796685","doi":"10.1177/0886109919873909","title":"Childbirth Distress: A Call for Professional Engagement","year":2019,"lang":"en","type":"article","venue":"Affilia","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Childbirth; Narrative; Social work; Distress; Sociology; Scholarship; Context (archaeology); Gender studies; Mental health; Mental distress; Psychology; Social psychology; Public relations; Political science; Psychiatry; Psychotherapist; Pregnancy; Law","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":[0.0001048108,0.00006082908,0.0001084541,0.00002231655,0.00005043613,0.000004538855,0.0000451034,0.00003006241,0.002642485],"category_scores_gemma":[0.00001653181,0.00004391914,0.00007977982,0.00002794942,0.00001060913,0.00002353077,0.00002889577,0.00009312646,0.0003597855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000226081,"about_ca_system_score_gemma":0.00002829685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003345421,"about_ca_topic_score_gemma":0.00001172637,"domain_scores_codex":[0.9994708,0.0000143361,0.0001395064,0.0001250781,0.0001043565,0.0001458654],"domain_scores_gemma":[0.999693,0.00002715707,0.00003185059,0.0001298976,0.00003693177,0.00008111983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005281884,0.004950052,0.4870177,0.03935977,0.0004771755,0.000107414,0.002457954,0.00001665053,0.008270395,0.07190152,0.2499276,0.1302319],"study_design_scores_gemma":[0.00155724,0.0006208398,0.2436148,0.0004735223,0.00001269813,0.00001950122,0.00005558973,0.000385037,0.0007077523,0.0002027305,0.7522663,0.0000840037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910366,0.00009807134,0.00008999311,0.001918524,0.0007755424,0.0008062976,0.0002114681,0.00003704951,0.005026462],"genre_scores_gemma":[0.8369623,0.000004741823,0.0004094892,0.0004363022,0.00010335,0.00008911136,0.0000907057,0.000007642838,0.1618964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5023387,"threshold_uncertainty_score":0.9982693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02740794966174398,"score_gpt":0.3605874812264058,"score_spread":0.3331795315646618,"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."}}