{"id":"W4364354885","doi":"10.1007/s43465-023-00867-w","title":"An Analysis of Shoulder Surgeon Volume on Surgeon Competency, Hospital Costs, and Adverse Events: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Indian Journal of Orthopaedics","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; University of Manitoba; Hamilton Health Sciences; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Rotator cuff; Arthroplasty; Orthopedic surgery; Adverse effect; MEDLINE; Surgery; Rotator cuff injury; Shoulder surgery; General surgery; Physical therapy; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002480347,0.0006700379,0.008067097,0.002021211,0.00007516218,0.00001439111,0.0003238429,0.0003784963,0.0001207208],"category_scores_gemma":[0.0008134331,0.000455577,0.003024907,0.002044643,0.0001096185,0.0001804174,0.000046498,0.0008749738,0.00002330644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003736965,"about_ca_system_score_gemma":0.000953388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002227106,"about_ca_topic_score_gemma":0.00002215491,"domain_scores_codex":[0.9938176,0.0007805011,0.003319719,0.0004353701,0.001252891,0.0003938808],"domain_scores_gemma":[0.9935576,0.0005574049,0.003825353,0.0008840316,0.0005205232,0.0006550643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006069756,0.0009387798,0.01942207,0.910008,0.0233082,0.006713009,0.0002047013,0.000003644209,2.646356e-8,0.00003384563,0.0002678933,0.03903919],"study_design_scores_gemma":[0.0007542355,0.002514158,0.002524628,0.7805814,0.2009952,0.00152748,0.0001966012,0.00001115354,2.40775e-7,0.000004589351,0.01045489,0.0004354157],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002741467,0.9940916,0.0000118062,0.0001183522,0.0005453408,0.002089648,0.0003371511,0.00002652555,0.00003816214],"genre_scores_gemma":[0.002636505,0.9963542,0.00007386507,0.0001390501,0.0001451087,0.00004728164,0.0003767365,0.0000941801,0.0001331368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.177687,"threshold_uncertainty_score":0.9997896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03136584052484085,"score_gpt":0.3484611708275009,"score_spread":0.31709533030266,"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."}}