{"id":"W3184830512","doi":"10.1016/j.injury.2021.07.030","title":"Improved documentation following the implementation of a trauma registry: A means of sustainability for trauma registries in low- and middle-income countries","year":2021,"lang":"en","type":"article","venue":"Injury","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact; University of Alberta","funders":"","keywords":"Medicine; Referral; Emergency medicine; Documentation; Major trauma; Medical emergency; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1032639,0.0004130071,0.0006590968,0.003702877,0.001906467,0.006548276,0.002748061,0.001715396,0.002847125],"category_scores_gemma":[0.2291262,0.0006263754,0.0007162567,0.005202049,0.001725913,0.009891953,0.008424955,0.002838864,0.0004098645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003278215,"about_ca_system_score_gemma":0.04369956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01644517,"about_ca_topic_score_gemma":0.01656706,"domain_scores_codex":[0.9286873,0.04827556,0.01151297,0.001484746,0.005966086,0.004073265],"domain_scores_gemma":[0.6891288,0.07797585,0.09215377,0.04979225,0.07398109,0.01696819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002311156,0.0008352388,0.7656103,0.001438173,0.0002056633,0.0004958455,0.009852296,0.0008929851,0.0008219444,0.006209059,0.0127679,0.2006394],"study_design_scores_gemma":[0.0001159417,0.001359105,0.9319314,0.003095062,0.0001889155,0.0006176274,0.02169118,0.001242562,0.001366986,0.002590711,0.0356778,0.0001227446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7729118,0.006238545,0.02006019,0.1655247,0.001587651,0.002900083,0.003390593,0.0005322073,0.02685429],"genre_scores_gemma":[0.9654282,0.002490456,0.02243825,0.005213543,0.0003811644,0.0006548896,0.001759168,0.00006181974,0.001572473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032639,"threshold_uncertainty_score":0.5461184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528227928809907,"score_gpt":0.3375407285989136,"score_spread":0.3222584493108145,"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."}}