{"id":"W4205897242","doi":"10.1371/journal.pgph.0000100","title":"Predictors of prolonged hospitalization after vaginal birth in Ghana: A comparative study","year":2022,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"","keywords":"Medicine; Gee; Generalized estimating equation; Confidence interval; Logistic regression; Odds ratio; Cohort; Vaginal delivery; Obstetrics; Demography; Cohort study; Pregnancy; Statistics; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0006623824,0.0001650234,0.0005627081,0.000153841,0.0001154234,0.00001381952,0.0001489109,0.00003235069,0.0002209845],"category_scores_gemma":[0.00004493982,0.0001464963,0.00004741424,0.0009917184,0.00004804659,0.0001109098,0.0001424893,0.0002651532,0.000007671055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009716654,"about_ca_system_score_gemma":0.001070343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00153055,"about_ca_topic_score_gemma":0.0005136936,"domain_scores_codex":[0.9972373,0.0004606041,0.0006175848,0.0003421758,0.0008142117,0.0005280848],"domain_scores_gemma":[0.9989992,0.00001366031,0.0002255632,0.0002387358,0.0001378882,0.0003849232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004365495,0.00428535,0.9884375,0.0002777952,0.00008304916,0.00003726019,0.005044222,0.00001137899,9.757374e-7,0.0004821325,0.000720521,0.0001833037],"study_design_scores_gemma":[0.002453851,0.004821164,0.9836147,0.00004776237,0.00001636957,0.0000251059,0.00665117,0.000226036,0.000001497265,0.00007414217,0.001969389,0.00009880814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880534,0.0003711685,0.00001264345,0.007993819,0.0001778116,0.002051429,0.0002577693,0.00006544947,0.001016458],"genre_scores_gemma":[0.997165,0.000009765746,0.0000657174,0.002354898,0.00006886035,0.0002275055,0.00004892584,0.000009568259,0.00004970662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009111602,"threshold_uncertainty_score":0.5973947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249397055411617,"score_gpt":0.3113955845420143,"score_spread":0.2789016139878981,"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."}}