{"id":"W4220732500","doi":"10.1177/22925503221085076","title":"Pediatric Hand Fracture Outcomes: How Often Do We Need to Operate?","year":2022,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Bone fractures and treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Calgary; Alberta Health Services; University of British Columbia","funders":"Cumming School of Medicine, University of Calgary; BC Children's Hospital","keywords":"Medicine; Emergency department; Epidemiology; Reduction (mathematics); Surgery; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001508315,0.0002415073,0.0005420475,0.0003273401,0.0002503519,0.00007235947,0.00007746763,0.00006762263,0.00154225],"category_scores_gemma":[0.001225313,0.000178488,0.0001937594,0.0004475188,0.00001634068,0.00005812828,0.0001024931,0.0003002876,0.0001358476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127797,"about_ca_system_score_gemma":0.0001752119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005260701,"about_ca_topic_score_gemma":0.000002963061,"domain_scores_codex":[0.9985112,0.00005371964,0.0002246044,0.0003477043,0.0004846446,0.0003781489],"domain_scores_gemma":[0.9960417,0.003225929,0.00007987012,0.0003047109,0.00004967211,0.0002981037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003003748,0.0004146562,0.776772,0.00005351175,0.000212966,0.0009234966,0.0004289912,0.0004199528,0.00006646349,0.000004566011,0.2187984,0.001604575],"study_design_scores_gemma":[0.00161112,0.0002619138,0.7166682,0.00004059043,0.0004981057,0.0001515307,0.0005858431,0.00006610636,0.000127429,0.00001751372,0.2796068,0.0003647386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780402,0.001458174,0.0001250311,0.01675061,0.003128247,0.0002678639,0.00008057824,0.00007618899,0.00007313072],"genre_scores_gemma":[0.9959366,0.00007803379,0.00007492144,0.002000352,0.0003433737,0.0001129521,0.00008149156,0.00004419744,0.001328115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06080842,"threshold_uncertainty_score":0.9993705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911092881802622,"score_gpt":0.2503626897323976,"score_spread":0.2312517609143713,"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."}}