{"id":"W2529080540","doi":"10.1503/cjs.007216","title":"Sustainability of a proactive geriatric trauma consultation service","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Staffing; Referral; Workflow; Delirium; Geriatrics; Service (business); Sustainability; Nursing; Medical emergency; Intensive care medicine; Psychiatry; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004361322,0.00008186285,0.0003771644,0.0002755916,0.0001950103,0.00001530787,0.00008276377,0.00005138996,0.00007662045],"category_scores_gemma":[0.002244746,0.00007009346,0.0001634305,0.0001373255,0.0001301877,0.0001753356,0.000005194537,0.0001332244,0.000001124401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000193506,"about_ca_system_score_gemma":0.003181723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01322745,"about_ca_topic_score_gemma":0.01457867,"domain_scores_codex":[0.9991544,0.00003081281,0.0003972395,0.00007914252,0.0001391698,0.0001991579],"domain_scores_gemma":[0.9968287,0.0001258943,0.0004339491,0.0001954882,0.002076634,0.0003393639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004482277,0.00007447605,0.8657454,0.0006469549,0.0006289235,0.0006739752,0.006632285,0.000009321544,0.0001710403,0.0001332687,0.01013426,0.1147019],"study_design_scores_gemma":[0.000414748,0.00005112393,0.9914258,0.00007406635,0.0001366456,0.0001088775,0.002989369,0.00000284621,0.0004308875,0.0002464649,0.004053172,0.0000660427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906822,0.0006803342,0.00001594787,0.004792635,0.0005820243,0.0001292096,0.00001516095,0.000002374603,0.003100091],"genre_scores_gemma":[0.9995824,0.00004536128,0.00004158549,0.00006783182,0.0001631836,0.000002175747,0.000001710083,0.000007931538,0.00008783748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1256803,"threshold_uncertainty_score":0.9933435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05554880294298131,"score_gpt":0.3001573505089614,"score_spread":0.2446085475659801,"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."}}