{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02127951,0.0006036003,0.0005629618,0.0008130171,0.0007239201,0.001084584,0.001465333,0.0007046013,0.002235296],"category_scores_gemma":[0.03057184,0.0005146188,0.0009701701,0.001189054,0.000610847,0.0009119001,0.00226685,0.001022136,0.001083783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162462,"about_ca_system_score_gemma":0.001927716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01414789,"about_ca_topic_score_gemma":0.01678796,"domain_scores_codex":[0.9913935,0.005664909,0.0008186877,0.0008375294,0.0007499987,0.0005354348],"domain_scores_gemma":[0.9759413,0.007491754,0.004322052,0.005119343,0.006427274,0.0006982426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004487264,0.0002712216,0.9869404,0.0003540792,0.0004039276,0.0001619575,0.001396101,0.0003451223,0.0002349631,0.0002257802,0.002516823,0.006700858],"study_design_scores_gemma":[0.0001561228,0.000512432,0.9870028,0.0004777767,0.0003258518,0.0005875622,0.002781543,0.001210413,0.0006107233,0.0001250301,0.00617851,0.0000310944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980787,0.0005389143,0.003077529,0.0002300333,0.00003518822,0.0008623223,0.0118538,0.00003964691,0.002575461],"genre_scores_gemma":[0.9707627,0.0003817537,0.00524296,0.0005340175,0.00001603775,0.001928756,0.02011498,0.00005298702,0.0009658884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02127951,"threshold_uncertainty_score":0.1125381,"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."}}