{"id":"W4410039142","doi":"10.1097/oi9.0000000000000376","title":"Trauma systems: a global comparison","year":2025,"lang":"en","type":"article","venue":"OTA International The Open Access Journal of Orthopaedic Trauma","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Context (archaeology); Demographics; Documentation; Medical emergency; Geography; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008232365,0.0002225472,0.0006211205,0.000206765,0.0002015637,0.0006102903,0.0025482,0.00007641269,0.0004278756],"category_scores_gemma":[0.0002796455,0.000138643,0.0003722784,0.0005388783,0.0001485382,0.000806982,0.0005819027,0.0004104596,0.00001593152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002580253,"about_ca_system_score_gemma":0.0002509797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004140374,"about_ca_topic_score_gemma":0.0001627169,"domain_scores_codex":[0.9974655,0.0001062331,0.001148492,0.000224669,0.0008095362,0.0002455647],"domain_scores_gemma":[0.9980942,0.0001094257,0.0005005675,0.0002908921,0.0008760362,0.0001289042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002253895,0.0007469621,0.4951485,0.0001383625,0.00312697,0.0002198705,0.0003247213,0.0004454156,0.000043464,0.02231958,0.1313155,0.3439168],"study_design_scores_gemma":[0.004334986,0.0002552124,0.70123,0.001008595,0.0004670672,0.0005807044,0.00149254,0.0004724702,0.0001079471,0.0007198975,0.2891543,0.0001762758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5569744,0.008227046,0.002765034,0.01866375,0.01074298,0.0008170314,0.00005290197,0.00003322596,0.4017237],"genre_scores_gemma":[0.9955117,0.0004134779,0.0002390257,0.0006839588,0.0006465901,0.00002358723,0.000008221601,0.00001332614,0.002460083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4385374,"threshold_uncertainty_score":0.5885043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08818692064402864,"score_gpt":0.4588084848891289,"score_spread":0.3706215642451003,"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."}}