{"id":"W4319731070","doi":"10.1136/rmdopen-2022-002885","title":"Hand function is already reduced before RA development and reflects subclinical tenosynovitis","year":2023,"lang":"en","type":"article","venue":"RMD Open","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"ZonMw; European Commission; Arthritis Society; Dutch Arthritis Society","keywords":"Medicine; Tenosynovitis; Subclinical infection; Fist; Rheumatoid arthritis; Synovitis; Grip strength; Physical therapy; Internal medicine; Surgery; Anatomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004644092,0.0001116476,0.0002673021,0.0001042024,0.0002585277,0.000179589,0.0001235132,0.000076049,0.0003534353],"category_scores_gemma":[0.0001679009,0.00009024811,0.00003105276,0.000251018,0.0001003019,0.0001615953,0.0002281763,0.0001602413,0.0005065816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000334515,"about_ca_system_score_gemma":0.0002027861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001287542,"about_ca_topic_score_gemma":0.0002097559,"domain_scores_codex":[0.9988225,0.00004240223,0.0002424064,0.0003015498,0.0002731752,0.0003180239],"domain_scores_gemma":[0.9993828,0.00006091643,0.00003710111,0.0002119548,0.00007736892,0.0002298762],"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":[0.001530555,0.0001670178,0.02150456,0.0001144485,0.0003318204,0.0002729039,0.004300066,1.713326e-7,0.01146249,0.0004530525,0.05752285,0.9023401],"study_design_scores_gemma":[0.008570894,0.002274249,0.36763,0.0005440223,0.00001269315,0.0001511372,0.0007244637,0.00009612239,0.01977626,0.002107306,0.5978225,0.0002902817],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907602,0.0006733481,0.00001448403,0.003877035,0.000114794,0.0006131497,0.000007064618,0.00006780688,0.003872096],"genre_scores_gemma":[0.9892144,0.001763512,0.000471387,0.0005087404,0.0000757005,0.00008321295,0.0001073607,0.0000259106,0.007749773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9020498,"threshold_uncertainty_score":0.6511251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07100649237018009,"score_gpt":0.3765901356436079,"score_spread":0.3055836432734278,"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."}}