{"id":"W4310464003","doi":"10.1111/ajo.13634","title":"Current approach and attitudes toward neonatal near‐miss and perinatal audits: An exploratory international survey","year":2022,"lang":"en","type":"article","venue":"Australian and New Zealand Journal of Obstetrics and Gynaecology","topic":"Maternal and Neonatal Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; University of Queensland; National Health and Medical Research Council; Mater Foundation","keywords":"Medicine; Audit; Neonatal resuscitation; Asphyxia; Pediatrics; Family medicine; Emergency medicine; Resuscitation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009539154,0.0001586278,0.0002707555,0.001394882,0.0006208319,0.001149934,0.0006021294,0.0005737837,0.001075399],"category_scores_gemma":[0.02226448,0.0003453284,0.0003661779,0.00123366,0.0007268958,0.001340732,0.002020762,0.0007163908,0.0002322858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211206,"about_ca_system_score_gemma":0.001833413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008474919,"about_ca_topic_score_gemma":0.007621596,"domain_scores_codex":[0.9933189,0.003041673,0.001130873,0.0004185094,0.001535965,0.0005540863],"domain_scores_gemma":[0.9800766,0.004259392,0.009404993,0.0006727011,0.003027253,0.002559017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003805567,0.00008504281,0.972815,0.0001311023,0.00002317782,0.0001152266,0.01420791,0.00004950697,0.0002030136,0.0000835711,0.0005990335,0.01164938],"study_design_scores_gemma":[0.000004078959,0.0002281088,0.9526312,0.0001898921,0.00000859452,0.0004588899,0.04403709,0.0002040066,0.0001075138,0.00004507813,0.002066699,0.00001884293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968954,0.0002792243,0.0001838263,0.0006629488,0.000009673612,0.00006928749,0.0002791237,0.000006737336,0.001613751],"genre_scores_gemma":[0.997729,0.000700371,0.0004739288,0.0003938359,0.0000089544,0.0001070208,0.0002507228,0.000004769845,0.0003313406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009539154,"threshold_uncertainty_score":0.05044848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244611360156063,"score_gpt":0.3887735101131085,"score_spread":0.2643123740975022,"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."}}