{"id":"W7047937564","doi":"","title":"IMPACT of COVID-19 on hip fracture services: a global survey by the International Multicentre Project auditing COVID-19 in Trauma &amp; Orthopaedics","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Hip fracture; Orthopedic surgery; Pandemic; Coronavirus disease 2019 (COVID-19); Service (business); Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002404749,0.0002100913,0.0002466206,0.0000416011,0.0001235178,0.0001008233,0.0005510388,0.00008013017,0.04096115],"category_scores_gemma":[0.0007840271,0.0001581098,0.0002135168,0.0004469868,0.00001833881,0.000118842,0.0002030144,0.0003964503,0.0001414021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007370387,"about_ca_system_score_gemma":0.003133977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007004891,"about_ca_topic_score_gemma":0.001378426,"domain_scores_codex":[0.9982295,0.0003004639,0.0002907812,0.0003652034,0.0004618332,0.0003522024],"domain_scores_gemma":[0.998169,0.0008604269,0.0002163663,0.0003284551,0.0001953325,0.0002303873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002808975,0.0006243555,0.4518224,0.0002987766,0.0003986234,0.00002698416,0.003973298,0.003994479,0.00006167334,0.0000991541,0.528224,0.01019538],"study_design_scores_gemma":[0.01391448,0.000128801,0.2295012,0.001979529,0.00006821096,0.00002700796,0.0145949,0.07995562,0.0006538357,0.003025209,0.6541946,0.001956648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.3233992,0.0001191785,0.0003660224,0.0008076929,0.00005709881,0.000640809,0.6715363,0.00003829257,0.00303535],"genre_scores_gemma":[0.8508716,0.000001434995,0.00001109679,0.0007471556,0.0001335004,0.00005876408,0.1480255,0.00001535849,0.0001355682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5274724,"threshold_uncertainty_score":0.9996076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08688344191142523,"score_gpt":0.4027079304073414,"score_spread":0.3158244884959162,"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."}}