{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008403656,0.000388253,0.001432359,0.0001843263,0.0001063334,0.000003812991,0.0002761903,0.0001448023,0.00004774422],"category_scores_gemma":[0.0001845029,0.0001515549,0.0003519581,0.0004626972,0.0001065454,0.00002411228,0.0001641782,0.0009570042,0.000006741222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006942731,"about_ca_system_score_gemma":0.00005662891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001158165,"about_ca_topic_score_gemma":0.0001821891,"domain_scores_codex":[0.9970061,0.0002278313,0.001588466,0.0003601111,0.0005472498,0.0002702993],"domain_scores_gemma":[0.9989147,0.0001234377,0.0003958152,0.0003632808,0.0001387576,0.00006405143],"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":[0.00001991758,0.00002752712,0.0003173254,0.05538005,0.0005122295,0.00009606931,0.03347946,2.228899e-7,0.000001338684,0.001710037,0.007250739,0.9012051],"study_design_scores_gemma":[0.0001416197,0.0005347296,0.00005461801,0.1466752,0.002135188,0.0003472836,0.03347515,0.0001019047,7.160904e-7,0.0006304075,0.815716,0.0001872184],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00088614,0.9900759,0.000003059027,0.001190847,0.002661284,0.0007453034,0.00002377511,0.00002708967,0.004386605],"genre_scores_gemma":[0.05598461,0.9424811,0.000005283629,0.00007592177,0.001051279,0.00008663387,0.00002177328,0.00003219079,0.0002612252],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9010178,"threshold_uncertainty_score":0.618023,"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."}}