{"id":"W4302773544","doi":"10.1016/j.injury.2022.09.052","title":"Older trauma patients with isolated chest injuries have low rates of complications","year":2022,"lang":"en","type":"article","venue":"Injury","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Australian Research Council; State Government of Victoria; National Health and Medical Research Council; Transport Accident Commission; Department of Health and Human Services, State Government of Victoria","keywords":"Medicine; Pneumonia; Respiratory failure; Incidence (geometry); Heart failure; Population; Injury Severity Score; Retrospective cohort study; Odds ratio; Surgery; Internal medicine; Poison control; Emergency medicine; Injury prevention","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":[0.00005010846,0.00009493984,0.0001730493,0.0001273113,0.000114292,0.000009441024,0.00009119882,0.00002034887,0.0005168914],"category_scores_gemma":[0.00001216964,0.00008150528,0.00004292003,0.0002291779,0.00008098814,0.00006844027,0.00006336947,0.0001116771,0.00001433725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003198189,"about_ca_system_score_gemma":0.00002090097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004857411,"about_ca_topic_score_gemma":0.00000800806,"domain_scores_codex":[0.9992774,0.00002240011,0.0001889468,0.0001625053,0.0002213906,0.0001273156],"domain_scores_gemma":[0.9994802,0.00003850785,0.00009002211,0.0002556989,0.00008809802,0.00004743277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005027513,0.001400181,0.9727994,0.00008471536,0.0001205539,0.000002242651,0.0007496859,0.000007979633,0.0001149207,0.0004084667,0.0116643,0.01214487],"study_design_scores_gemma":[0.001315888,0.0008550538,0.9910188,0.00004355384,0.00008714909,4.93183e-7,0.0003648287,0.00004189849,0.001751523,0.00004185882,0.004381574,0.00009741246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945825,0.00003894177,0.00004601791,0.0009455858,0.00004890774,0.0004768127,0.000097586,0.00005367819,0.003710019],"genre_scores_gemma":[0.9985626,0.000002648553,0.0001973168,0.0004662477,0.00001537405,0.0001370225,0.0002264059,0.00001780701,0.0003745851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01821943,"threshold_uncertainty_score":0.5659599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574509480187783,"score_gpt":0.2757921079260789,"score_spread":0.2600470131242011,"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."}}