{"id":"W4381716559","doi":"10.1302/2633-1462.46.bjo-2023-0040.r1","title":"The ORthopaedic Trauma Hospital Outcomes - Patient Operative Delays (ORTHOPOD) study","year":2023,"lang":"en","type":"article","venue":"Bone & Joint Open","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hospital for Sick Children; National Institute for Health and Care Research; Queen Mary University of London","keywords":"Medicine; Demographics; Trauma centre; Population; Northern ireland; Orthopedic surgery; Physical therapy; Emergency medicine; General surgery; Surgery; Demography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005509265,0.0002795237,0.0005847595,0.00009054249,0.0007114161,0.0001073829,0.0002400925,0.00004744678,0.0001446289],"category_scores_gemma":[0.0002767385,0.0001612734,0.0002518413,0.0004580149,0.000106048,0.000153418,0.0006457632,0.0002472056,0.0004382702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006083266,"about_ca_system_score_gemma":0.00009703467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006588254,"about_ca_topic_score_gemma":0.0014956,"domain_scores_codex":[0.9978301,0.0001109308,0.0005961586,0.0004466071,0.0005383287,0.0004778741],"domain_scores_gemma":[0.9989017,0.00008921845,0.0001010354,0.0005577778,0.0001937998,0.0001564992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003680808,0.00180735,0.6228778,0.00003882556,0.00154861,0.001078195,0.03399592,0.00001929491,0.00007803059,0.0006823515,0.1279748,0.2095307],"study_design_scores_gemma":[0.002189546,0.002362773,0.9228748,0.00004370197,0.0001543885,0.00001313987,0.04698813,0.00002007851,0.0000524708,0.00006576705,0.02498855,0.0002466267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701904,0.0004700071,0.00000400722,0.006240868,0.001073571,0.003095343,0.00002514396,0.0001599969,0.01874069],"genre_scores_gemma":[0.9937467,0.0002014338,0.000080657,0.0003115801,0.00009848744,0.0005982315,0.00002929053,0.00004192573,0.00489169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.299997,"threshold_uncertainty_score":0.6576537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04879206059205188,"score_gpt":0.3438356255912196,"score_spread":0.2950435649991677,"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."}}