{"id":"W3135931966","doi":"10.1186/s12884-020-03422-9","title":"Neonatal resuscitation: EN-BIRTH multi-country validation study","year":2021,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"London School of Hygiene and Tropical Medicine; World Health Organization","keywords":"Neonatal resuscitation; Medicine; Resuscitation; Tanzania; Crying; Ventilation (architecture); Medical emergency; Pediatrics; Emergency medicine; Obstetrics","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":[0.000339585,0.0001840147,0.0002792857,0.0001121517,0.0002302051,0.0000528499,0.00009179291,0.0001021766,0.0001626465],"category_scores_gemma":[0.0006312235,0.0001678244,0.00004612229,0.0003469174,0.00006835539,0.0002017262,0.0001133592,0.0003798499,0.00006502493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006491888,"about_ca_system_score_gemma":0.0006833207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002259793,"about_ca_topic_score_gemma":0.0002354396,"domain_scores_codex":[0.9978738,0.0002812218,0.0003540315,0.0005383954,0.0005951559,0.0003574239],"domain_scores_gemma":[0.9987523,0.0002118957,0.00007353358,0.000470883,0.0002141892,0.0002772098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008388565,0.001743077,0.8171439,0.00315732,0.0001252867,0.001181103,0.00375983,0.00001784423,0.0004997978,0.001177119,0.00008460622,0.1702713],"study_design_scores_gemma":[0.008761778,0.0006897461,0.9709324,0.001110483,0.00004395784,0.0001860339,0.002178257,0.0001802291,0.002230286,0.00008498019,0.01333756,0.0002643523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633511,0.03242135,0.001199636,0.0002654058,0.0002424497,0.001438429,0.00005681165,0.000124923,0.0008999465],"genre_scores_gemma":[0.9926276,0.001293058,0.002758136,0.0003883259,0.0002189331,0.0001162373,0.0001102624,0.00004193391,0.002445517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.170007,"threshold_uncertainty_score":0.6843681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04469059496056756,"score_gpt":0.3539638246284701,"score_spread":0.3092732296679026,"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."}}