{"id":"W2941150645","doi":"10.2106/jbjs.rvw.18.00139","title":"Knee Arthroscopy for the Treatment of Lipoma Arborescens","year":2019,"lang":"en","type":"review","venue":"JBJS Reviews","topic":"Musculoskeletal synovial abnormalities and treatments","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Arthroscopy; Synovectomy; Surgery; Lipoma; 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":[0.0002041458,0.0006073007,0.004409656,0.00007474112,0.00007320751,0.00001542603,0.0001505843,0.0002228922,0.0003031711],"category_scores_gemma":[0.00005919099,0.0002604845,0.00322971,0.0001982841,0.00007930038,0.00002738188,0.00002683268,0.0001133253,0.0004938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002113374,"about_ca_system_score_gemma":0.0002015556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006902802,"about_ca_topic_score_gemma":0.00001225867,"domain_scores_codex":[0.997735,0.0001125923,0.001188415,0.0004084629,0.0002044055,0.0003511865],"domain_scores_gemma":[0.9975803,0.0003512861,0.0007494488,0.001145529,0.00005869375,0.0001147519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002060029,0.0003717627,0.00001337772,0.05984114,0.0007984388,0.000004336426,0.00002904361,1.759384e-8,1.081391e-7,0.0001787451,0.002528803,0.9362136],"study_design_scores_gemma":[0.0008798909,0.002204027,0.00001315551,0.01776176,0.008838258,0.00002917125,0.000003792632,0.000001607786,0.000001297096,0.000007161019,0.9700654,0.0001944836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002941341,0.9847099,0.00002145759,0.00006347974,0.0006152628,0.01276008,0.0002138128,0.00001902113,0.00159406],"genre_scores_gemma":[8.407215e-7,0.9863679,0.0004078825,0.00006816047,0.0006157212,0.002158564,0.0003628806,0.00007471373,0.009943358],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9675366,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1560002914983782,"score_gpt":0.4305889707224564,"score_spread":0.2745886792240783,"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."}}