{"id":"W3153041738","doi":"10.1097/gox.0000000000003543","title":"Derivation and Internal Validation of a Prediction Model for Pediatric Hand Fracture Triage","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Triage; Logistic regression; Pediatric trauma; Statistic; Deformity; Physical therapy; Surgery; Emergency medicine; Poison control; Statistics; Injury prevention; Internal medicine; Mathematics","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":[0.01654559,0.001255848,0.0009279228,0.002284083,0.0005103803,0.001451982,0.001116916,0.0007433539,0.001353692],"category_scores_gemma":[0.04144684,0.0004376996,0.001205887,0.0009092747,0.00047145,0.0006081515,0.001065341,0.001218271,0.0005981934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186772,"about_ca_system_score_gemma":0.002268833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006794612,"about_ca_topic_score_gemma":0.003211153,"domain_scores_codex":[0.9964941,0.002026001,0.0003210947,0.0004292655,0.0005488197,0.0001807107],"domain_scores_gemma":[0.9692412,0.02273285,0.002087893,0.0009584461,0.00460244,0.0003771981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006446447,0.0006754578,0.8115094,0.00008898858,0.0004028539,0.0002432108,0.0002709283,0.1176104,0.00102786,0.0006561141,0.001841394,0.06502868],"study_design_scores_gemma":[0.00006809866,0.0004068636,0.07508023,0.0000809028,0.0001309965,0.0001760793,0.000123003,0.9217882,0.00101503,0.000631388,0.0004725803,0.00002666131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8370486,0.0001745514,0.1581277,0.0004085438,0.00008285156,0.0007530017,0.001209128,0.0008704278,0.001325275],"genre_scores_gemma":[0.9489445,0.00006995368,0.04894789,0.00005974822,0.00002234869,0.0003592687,0.001386754,0.00003492516,0.000174495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01654559,"threshold_uncertainty_score":0.08750248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421806134731255,"score_gpt":0.2855246982091902,"score_spread":0.2613066368618776,"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."}}