{"id":"W4407756085","doi":"10.1007/s00264-025-06448-w","title":"Arthroscopic management of knee synovial chondromatosis: a systematic review of outcomes and recurrence","year":2025,"lang":"en","type":"review","venue":"International Orthopaedics","topic":"Musculoskeletal synovial abnormalities and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Orthopedic surgery; Synovial chondromatosis; Chondromatosis; Surgery; Arthroscopy; Arthropathy; Orthopedic Procedures; General surgery; Osteoarthritis; Orthodontics; Pathology; Temporomandibular joint","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":[0.0002489853,0.0003355649,0.00286986,0.0002367912,0.00001889237,0.000008562446,0.0001973581,0.0001174891,0.0001028388],"category_scores_gemma":[0.0002052481,0.0002294359,0.0007781878,0.0002449259,0.00008322712,0.00004997302,0.0001950031,0.0001486253,0.000009307748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000829772,"about_ca_system_score_gemma":0.0001600845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001596173,"about_ca_topic_score_gemma":0.000001188595,"domain_scores_codex":[0.9973205,0.00007818677,0.001542238,0.0002855205,0.000635911,0.0001376133],"domain_scores_gemma":[0.9982529,0.0001823866,0.0009232733,0.000381862,0.0001852918,0.00007429944],"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":[0.000004642824,0.0001358875,0.0003878455,0.9201664,0.002666767,0.00004035813,0.000005889824,7.200291e-9,4.763164e-9,0.002275298,0.00006709801,0.07424976],"study_design_scores_gemma":[0.0004538778,0.00009853277,0.0001609631,0.9668241,0.007999794,0.0000686851,0.000008908487,7.32095e-7,1.673231e-7,0.00002677421,0.02423298,0.00012456],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002361781,0.9927461,0.00002439081,0.00006725793,0.0006452516,0.002451085,0.0002220542,0.0000161189,0.003804143],"genre_scores_gemma":[0.00007541654,0.9968017,0.0003620461,0.0001026353,0.00002890081,0.0003214485,0.0002292093,0.00001746917,0.002061175],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0741252,"threshold_uncertainty_score":0.9356124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718997966893816,"score_gpt":0.3485491833276199,"score_spread":0.3313592036586818,"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."}}