{"id":"W4403831640","doi":"10.1007/s11739-024-03781-7","title":"Improving Resilience and Wellbeing in Emergency Medicine","year":2024,"lang":"en","type":"editorial","venue":"Internal and Emergency Medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Western University","funders":"","keywords":"Medicine; Resilience (materials science); MEDLINE; Intensive care medicine; Medical emergency","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009958709,0.0005243492,0.001035137,0.000656991,0.00008338922,0.000006255227,0.000161104,0.0005045183,0.001194901],"category_scores_gemma":[0.002314392,0.000356011,0.0001255426,0.0004750341,0.0003315202,0.0001185942,0.0001929219,0.001437555,0.00002168062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102152,"about_ca_system_score_gemma":0.0001054975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005324807,"about_ca_topic_score_gemma":0.0006418503,"domain_scores_codex":[0.9962406,0.0000670477,0.001441767,0.0008919361,0.0009038594,0.000454793],"domain_scores_gemma":[0.9985849,0.0002018287,0.0002961046,0.0003027276,0.0002653045,0.0003491065],"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":[0.0002875874,0.00002532423,0.009056141,0.002927244,0.0001245059,0.0001634222,0.001989965,5.735214e-7,0.002887149,0.00004866151,0.976539,0.005950443],"study_design_scores_gemma":[0.002175593,0.00090362,0.01208774,0.01102643,0.0008715253,0.00002533179,0.001109053,0.0006225453,0.00001824897,0.001600349,0.9690137,0.0005458666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02357674,0.04443959,0.0000947454,0.002969745,0.9186669,0.0003771162,0.00001748066,0.00006902195,0.009788686],"genre_scores_gemma":[0.03000387,0.08110644,0.00002729986,0.00002813986,0.8629462,0.00004087317,0.0001572606,0.0000927802,0.02559721],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05572074,"threshold_uncertainty_score":0.9998892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089826329570895,"score_gpt":0.3191779989594059,"score_spread":0.308279735663697,"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."}}