{"id":"W4389409029","doi":"10.1055/a-2223-3520","title":"Trends and Disparities in Severe Maternal Morbidity Indicator Categories during Childbirth Hospitalization in California from 1997 to 2017","year":2023,"lang":"en","type":"article","venue":"American Journal of Perinatology","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Nursing Research; National Heart, Lung, and Blood Institute; York University","keywords":"Medicine; Childbirth; Maternal morbidity; Obstetrics; Pregnancy; Demography; Pediatrics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000457103,0.0001482054,0.0001721599,0.0009755688,0.0003206084,0.0003843615,0.0004108231,0.0001924881,0.001244799],"category_scores_gemma":[0.001453758,0.0001768338,0.0002589518,0.001521463,0.0001521714,0.0002614649,0.0004098618,0.0004736245,0.0001214644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434382,"about_ca_system_score_gemma":0.001479036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2576903,"about_ca_topic_score_gemma":0.325516,"domain_scores_codex":[0.9996074,0.00004042577,0.00004820774,0.0000986982,0.0001211829,0.00008410154],"domain_scores_gemma":[0.9985549,0.0001332091,0.0007565671,0.00003390187,0.0003641397,0.000157227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002943389,0.00001593197,0.9947717,0.00003200658,0.00004062365,0.00001674881,0.00007981605,0.0001045686,0.00004055104,0.00005106984,0.002353566,0.00246401],"study_design_scores_gemma":[0.000003096034,0.00001012902,0.9991191,0.00001633037,0.00001150871,0.00002022803,0.0001346852,0.0001186605,0.00002002845,0.000008155515,0.0005361824,0.000001851327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772401,0.0008507976,0.0001350997,0.0004562786,0.00002980516,0.00001526929,0.01941369,0.00003429921,0.00182463],"genre_scores_gemma":[0.984253,0.0008134157,0.0002112927,0.00008555668,0.00003289836,0.00003455889,0.01408555,0.000005187318,0.0004785577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2576903,"threshold_uncertainty_score":0.5123808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009952603926254439,"score_gpt":0.2835029083680234,"score_spread":0.273550304441769,"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."}}