{"id":"W4384401121","doi":"10.1177/15589447231184896","title":"How Institution of the Sup-ER Protocol in a Clinic Changed Procedure Patterns in Upper Brachial Plexus (Erb’s Type) Birth Injuries","year":2023,"lang":"en","type":"article","venue":"Hand","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Faculty of Medicine, University of British Columbia","keywords":"Medicine; Brachial plexus; Surgery; Brachial plexus injury; Tendon transfer; Tendon","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002854468,0.00008291673,0.0001766944,0.0001678859,0.00004067675,0.00001420321,0.00005546006,0.00009571839,0.00004050843],"category_scores_gemma":[0.0003641101,0.00005150918,0.00004712354,0.0005478477,0.0001183782,0.00009956014,0.00003464733,0.000183519,0.00001351437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003385606,"about_ca_system_score_gemma":0.0001467947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005257281,"about_ca_topic_score_gemma":0.0008978433,"domain_scores_codex":[0.9992485,0.00007994564,0.0002178821,0.0001549867,0.00016023,0.0001384286],"domain_scores_gemma":[0.9996521,0.00004500553,0.00006815505,0.0001577054,0.00005274615,0.00002426677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009515179,0.0001931232,0.9852043,0.001060223,0.000009596817,0.000006496504,0.003227565,0.000009821174,0.007117013,0.0001204711,0.0002811237,0.001818776],"study_design_scores_gemma":[0.002257813,0.0004901519,0.9785309,0.0006092472,0.000008761926,0.000003296645,0.0004778686,0.0000950879,0.01502427,0.0003283957,0.002105248,0.00006899965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797031,0.000005500253,0.000003151533,0.001492563,0.0001033866,0.01855165,0.0000122033,0.000019954,0.0001084871],"genre_scores_gemma":[0.9910136,0.000001544439,0.00001451029,0.00009820706,0.000107589,0.007476645,0.00001184479,0.000009553153,0.001266504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0113105,"threshold_uncertainty_score":0.2100483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935622889105003,"score_gpt":0.3274231870995496,"score_spread":0.2980669582084995,"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."}}