{"id":"W4389900334","doi":"10.1097/jsa.0000000000000370","title":"My Approach to Failed Rotator Cuff Repair","year":2023,"lang":"en","type":"article","venue":"Sports Medicine and Arthroscopy Review","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Rotator cuff; Tears; Surgery; Arthroplasty; Tendon; Cuff; Muscle atrophy; Conservative management; Tendon transfer; Atrophy; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005962204,0.0002658582,0.0008941747,0.0001413886,0.0001022049,0.000005037193,0.00005256474,0.00005816198,0.0005470763],"category_scores_gemma":[0.0001502261,0.0001700052,0.0001333171,0.0007510367,0.000113025,0.00005747296,0.0000370587,0.0001514689,0.0001991568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002208014,"about_ca_system_score_gemma":0.00006361621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001293901,"about_ca_topic_score_gemma":7.750681e-7,"domain_scores_codex":[0.9981743,0.00003137356,0.0004976313,0.0005230765,0.0004327381,0.0003409296],"domain_scores_gemma":[0.9988253,0.00003506752,0.00008488968,0.000535143,0.00006198812,0.0004576085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001915407,0.0004768558,0.04506156,0.01408686,0.0003323058,0.001010351,0.001284196,7.540833e-7,0.0004824295,0.001759606,0.8150958,0.1202177],"study_design_scores_gemma":[0.001723938,0.001032382,0.02390628,0.01686289,0.001383091,0.0002009657,0.000444305,0.00001594506,0.0006255436,0.0002044903,0.9532926,0.0003075635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3493648,0.4792428,0.0001727402,0.04579975,0.001282698,0.008868773,0.0000237362,0.002083173,0.1131616],"genre_scores_gemma":[0.2594259,0.6602436,0.005074854,0.05781044,0.001400064,0.0009089012,0.0005333893,0.0001397417,0.0144631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1810009,"threshold_uncertainty_score":0.6932611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546112735341987,"score_gpt":0.3597309514665197,"score_spread":0.3142698241130998,"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."}}