{"id":"W3191952400","doi":"10.1111/anae.15557","title":"Introduction of a standardised maternity early warning system: indicative data from a before‐and‐after study at a large pilot site before national rollout in Aotearoa New Zealand","year":2021,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quarter (Canadian coin); Emergency medicine; Emergency department; Aotearoa; Medical emergency; Demography; Warning system; Nursing","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":[0.01093117,0.0007551454,0.0008596019,0.0006387052,0.001010895,0.001218251,0.001110013,0.0008500419,0.001832616],"category_scores_gemma":[0.02184545,0.0008794533,0.001137632,0.001093526,0.002207626,0.001545644,0.001132512,0.002150215,0.0004134546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005110429,"about_ca_system_score_gemma":0.009086343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2937972,"about_ca_topic_score_gemma":0.2686448,"domain_scores_codex":[0.9925026,0.002482323,0.0006481929,0.0007210128,0.002518758,0.001127115],"domain_scores_gemma":[0.9815897,0.00350747,0.003655019,0.001808891,0.006673151,0.002765717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007580314,0.01198106,0.9037395,0.0007215177,0.0005274877,0.001175687,0.01896052,0.0006109687,0.005030722,0.0002371251,0.003584268,0.04585083],"study_design_scores_gemma":[0.0003271002,0.01097061,0.9826505,0.00007169155,0.00009515775,0.00008934956,0.002982146,0.0002772053,0.0004220468,0.00002815507,0.002045838,0.00004012594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963248,0.00009670477,0.0003042854,0.0002341141,0.00001852372,0.001231102,0.0005414261,0.00001544754,0.001233433],"genre_scores_gemma":[0.9947383,0.0002069356,0.00107881,0.0003505026,0.00001980903,0.001695691,0.0009216214,0.00002017736,0.0009680641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2937972,"threshold_uncertainty_score":0.5841742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738076569386059,"score_gpt":0.2821161503454691,"score_spread":0.2647353846516085,"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."}}