{"id":"W1998970911","doi":"10.1097/sla.0b013e318270f27a","title":"An Evaluation of a Proactive Geriatric Trauma Consultation Service","year":2012,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Medical record; Geriatric trauma; Delirium; Geriatrics; Demographics; Emergency medicine; Injury prevention; Poison control; Psychiatry; Internal medicine; Injury Severity Score","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":[0.001262488,0.00007614412,0.0002726369,0.0001533979,0.00002400211,0.000001169087,0.00002138124,0.00004549599,0.0001095891],"category_scores_gemma":[0.0003345344,0.00006625895,0.00009025598,0.0003744916,0.00002894671,0.0002254073,0.000005140983,0.00003876328,0.000006026813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008502209,"about_ca_system_score_gemma":0.000095723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001593946,"about_ca_topic_score_gemma":0.000009885598,"domain_scores_codex":[0.9989498,0.00009849141,0.0003061354,0.00009098837,0.0003967117,0.0001578584],"domain_scores_gemma":[0.9978505,0.0001499203,0.0001658112,0.0001344797,0.00163192,0.00006739992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00101577,0.001838833,0.3584009,0.0007724259,0.0009715433,0.000001223022,0.01992661,0.00003486692,0.0227665,0.0001763684,0.006633708,0.5874612],"study_design_scores_gemma":[0.0002914227,0.00005660771,0.9491364,0.00004042314,0.0002435122,0.000002916649,0.001820712,0.00007240142,0.047996,0.00006667044,0.0002064315,0.00006643816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935269,0.002032631,0.000009426223,0.0004311085,0.0002182039,0.0002445221,0.00001503467,0.00001531565,0.003506854],"genre_scores_gemma":[0.999395,0.0002049259,0.00005642472,0.0001268619,0.0001319083,0.00002722635,0.00003933624,0.000008429193,0.000009891909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5907356,"threshold_uncertainty_score":0.2701962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4537070810011052,"score_gpt":0.4372721525668611,"score_spread":0.01643492843424404,"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."}}