{"id":"W4402726377","doi":"10.1007/s11739-024-03774-6","title":"Modulating patient output: rethinking the role of EM in the healthcare system","year":2024,"lang":"en","type":"review","venue":"Internal and Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Calgary","funders":"","keywords":"Medicine; Health care; Healthcare system; Intensive care medicine; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003247786,0.000719413,0.002188187,0.001073881,0.0002188319,0.002115634,0.001420958,0.001622583,0.005093551],"category_scores_gemma":[0.007648049,0.0002437922,0.001405033,0.001478289,0.0009504555,0.002579422,0.0009976526,0.002028559,0.0005967265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008178233,"about_ca_system_score_gemma":0.002056245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001650488,"about_ca_topic_score_gemma":0.003232174,"domain_scores_codex":[0.9988055,0.0006817139,0.000163883,0.0001204477,0.0001703584,0.00005808371],"domain_scores_gemma":[0.9935054,0.005652274,0.0003884159,0.00008096435,0.0003056218,0.00006724315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004516013,0.0001296044,0.0009222854,0.07974759,0.0009486714,0.00007745485,0.0002187922,0.0003486309,0.0003656415,0.006388377,0.007566495,0.902835],"study_design_scores_gemma":[0.0005637968,0.001322439,0.01564934,0.1848951,0.005212166,0.001067182,0.001062999,0.0006107823,0.00105687,0.01418495,0.7742393,0.0001351419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002763399,0.9983439,0.00007462488,0.0007405743,0.0001320932,0.000003791492,0.00001389083,0.000002086575,0.000412701],"genre_scores_gemma":[0.004665402,0.9937395,0.0002770417,0.0008065848,0.0003509483,0.00001089809,0.00001622225,0.000002001063,0.0001314228],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005093551,"threshold_uncertainty_score":0.01717609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07055378756235878,"score_gpt":0.3738207645880708,"score_spread":0.303266977025712,"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."}}