{"id":"W3161857113","doi":"10.1308/rcsann.2021.0028","title":"COVID-19: lessons learnt and priorities in trauma and orthopaedic surgery","year":2021,"lang":"en","type":"review","venue":"Annals of The Royal College of Surgeons of England","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Restructuring; Psychological intervention; Medicine; Mass-casualty incident; Health care; Pandemic; Public relations; Medical emergency; Operations management; Coronavirus disease 2019 (COVID-19); Business; Nursing; Political science; Poison control; Engineering; Infectious disease (medical specialty); Suicide 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0112499,0.0009490566,0.001249622,0.002207788,0.001480503,0.005464533,0.001978211,0.005576981,0.006762666],"category_scores_gemma":[0.02411899,0.000465418,0.00132864,0.00232507,0.003252334,0.009483711,0.004122903,0.009575264,0.001664704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004185661,"about_ca_system_score_gemma":0.01765647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008565864,"about_ca_topic_score_gemma":0.02423919,"domain_scores_codex":[0.9952944,0.001956496,0.0005835599,0.0003401925,0.001191411,0.0006339626],"domain_scores_gemma":[0.9800787,0.01148975,0.0009482705,0.0002817324,0.003828187,0.00337338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001065898,0.000104052,0.001038482,0.01686085,0.0001024552,0.0007766502,0.002207167,0.0008865584,0.0002024014,0.02523321,0.362904,0.5895776],"study_design_scores_gemma":[0.00004812734,0.0001918953,0.00192143,0.03887646,0.00007308372,0.001288209,0.005711131,0.0002518818,0.0001441591,0.04442242,0.9069848,0.00008638568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001116027,0.6974241,0.001290049,0.2725358,0.02169817,0.00003926966,0.000138235,0.00007343952,0.005684985],"genre_scores_gemma":[0.01250728,0.9056362,0.003349617,0.06271771,0.01237015,0.0000852371,0.000194322,0.00004764726,0.00309186],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0112499,"threshold_uncertainty_score":0.05949587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475759195253846,"score_gpt":0.3821228857028475,"score_spread":0.2345469661774629,"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."}}