{"id":"W4403936959","doi":"10.29173/cjen232","title":"Postpartum Hemorrhage Management in Canadian Emergency Nursing Practice","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Manitoba; Red River College","funders":"","keywords":"Emergency nursing; Medicine; Nursing; Nursing management; Medical emergency; Obstetrics; Emergency department","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003924786,0.0002863065,0.0003476496,0.002897412,0.004519215,0.002072124,0.001849461,0.0006186657,0.006729004],"category_scores_gemma":[0.02830883,0.0002743519,0.000515318,0.005410709,0.0008411955,0.0009099338,0.002349301,0.001309037,0.0003904421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05183949,"about_ca_system_score_gemma":0.1690174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9654644,"about_ca_topic_score_gemma":0.971871,"domain_scores_codex":[0.9946246,0.0006433764,0.0006271926,0.0004240813,0.002696094,0.0009846048],"domain_scores_gemma":[0.9743381,0.002061601,0.002421642,0.0002891392,0.01635027,0.004539299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001650223,0.0001943062,0.5228634,0.003532944,0.0001109691,0.001206347,0.01944036,0.0003547978,0.0002834886,0.003687183,0.1419799,0.3061812],"study_design_scores_gemma":[0.00008046572,0.0001069052,0.8029005,0.005634604,0.0001029029,0.001229011,0.03413878,0.0008868311,0.0001864696,0.0008349324,0.153769,0.0001295941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6358129,0.03632914,0.003054388,0.1180843,0.002642767,0.002369198,0.02017715,0.0003403011,0.1811898],"genre_scores_gemma":[0.9348549,0.0246074,0.01196769,0.01299538,0.0002251806,0.000824696,0.007012467,0.00007214489,0.007440174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05183949,"threshold_uncertainty_score":0.3761236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983748946708166,"score_gpt":0.3597276299785119,"score_spread":0.3298901405114303,"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."}}