{"id":"W4391389085","doi":"10.22541/au.170669483.32125913/v1","title":"Improving access to emergency obstetric care in underserved rural Tanzania","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Medicine; Tanzania; Case fatality rate; Intervention (counseling); Emergency medicine; Mentorship; Developing country; Prospective cohort study; Family medicine; Medical emergency; Population; Environmental health; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009095892,0.000211884,0.0001411745,0.0003921872,0.0003285307,0.0004082645,0.0003005069,0.0002185448,0.001346931],"category_scores_gemma":[0.003313846,0.000147098,0.0002013256,0.0003191436,0.0002863704,0.0002602122,0.0009087204,0.0002189578,0.00007851332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005350625,"about_ca_system_score_gemma":0.001416669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01291552,"about_ca_topic_score_gemma":0.02021759,"domain_scores_codex":[0.9992068,0.000328471,0.00003665196,0.00005216686,0.00008034672,0.0002954676],"domain_scores_gemma":[0.9984463,0.0001699752,0.0007953117,0.00005115521,0.0001465762,0.0003907826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008349259,0.00111422,0.9428431,0.0006675312,0.0001319817,0.0008599928,0.002274385,0.0004333561,0.003035207,0.0001573223,0.001109718,0.04653828],"study_design_scores_gemma":[0.0001288746,0.001590617,0.9953536,0.0001263957,0.00003495202,0.0001716051,0.001170428,0.0001389085,0.0002340724,0.00003538653,0.001010067,0.000005106155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987574,0.0004189115,0.00004556154,0.0002609612,0.000007128662,0.00005911653,0.0000952254,0.000003409961,0.0003523861],"genre_scores_gemma":[0.9991067,0.000297896,0.0001937619,0.0001222503,0.00001171637,0.00005246076,0.00004289193,7.668857e-7,0.0001715974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01291552,"threshold_uncertainty_score":0.02568066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190444319482323,"score_gpt":0.3333234095647289,"score_spread":0.3014189663699057,"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."}}