{"id":"W4389312641","doi":"10.12968/hmed.2023.0403","title":"Emergency care needs renovation, not resuscitation or palliation","year":2023,"lang":"en","type":"letter","venue":"British Journal of Hospital Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon Health Network","funders":"","keywords":"Medicine; Resuscitation; Palliative care; Medical emergency; Intensive care medicine; Emergency medicine; Nursing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005151114,0.0003721224,0.001095329,0.0007351006,0.0001964153,0.00001964071,0.0002500421,0.0005286357,0.0005338532],"category_scores_gemma":[0.003799572,0.0003142121,0.0003167673,0.001250805,0.0001573894,0.000217083,0.00004998613,0.002030687,0.00002922746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123404,"about_ca_system_score_gemma":0.0002494691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001232871,"about_ca_topic_score_gemma":0.00005690072,"domain_scores_codex":[0.9958215,0.00008445972,0.001827362,0.0003015121,0.001559294,0.0004058561],"domain_scores_gemma":[0.9941338,0.000158574,0.001331379,0.0002435186,0.004003406,0.0001293169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001225186,0.00003482212,0.0008088154,0.001130575,0.0004714297,0.007331606,0.002677342,8.544391e-7,0.00004445129,0.000006845295,0.9787104,0.008660344],"study_design_scores_gemma":[0.003317843,0.007317563,0.02045534,0.01311392,0.001658017,0.001302967,0.009610775,0.000002456418,0.00004488028,0.0003174528,0.9422771,0.0005816286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01505327,0.03562012,0.0001286581,0.924715,0.02164203,0.0007043984,0.0001458604,0.0001108888,0.001879798],"genre_scores_gemma":[0.03440684,0.3408892,0.00099869,0.4010549,0.1708995,0.0001117656,0.005822137,0.0006600289,0.04515691],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5236601,"threshold_uncertainty_score":0.999931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664058616910993,"score_gpt":0.3021440904050164,"score_spread":0.2755035042359065,"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."}}