{"id":"W4399482390","doi":"10.1136/annrheumdis-2024-eular.5444","title":"OP0066 FIBROBLAST ACTIVATION DEFINES DISEASE PROGRESSION: SYNOVIUM ATLAS IN KNEE OSTEOARTHRITIS","year":2024,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Oral and gingival health research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Arthritis Society","funders":"","keywords":"Osteoarthritis; Atlas (anatomy); Fibroblast; Medicine; Computer science; Pathology; Biology; Anatomy; Biochemistry","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":[0.0004724941,0.0001862798,0.0003066575,0.0001961382,0.0003999535,0.00003408424,0.0002985976,0.00008304688,0.0004494571],"category_scores_gemma":[0.001087441,0.000116056,0.0001830376,0.0007005569,0.0001427891,0.0003218818,0.0002880148,0.0003712543,0.0002648981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004708123,"about_ca_system_score_gemma":0.0007928924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002635185,"about_ca_topic_score_gemma":0.00005952076,"domain_scores_codex":[0.9972066,0.0005987682,0.0006946717,0.0002937351,0.0005955173,0.0006107086],"domain_scores_gemma":[0.9976851,0.001212142,0.0001612776,0.0004464828,0.000162867,0.000332128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001881884,0.00106684,0.2107197,0.05246877,0.0001260773,0.00005878283,0.00276308,0.0001824389,0.0001171935,0.01747236,0.08188985,0.631253],"study_design_scores_gemma":[0.001009709,0.0003960225,0.8602115,0.09439556,0.00003847549,0.000001435286,0.0009191027,0.002445722,0.0002282217,0.03090261,0.009078049,0.0003736182],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613371,0.006735418,0.0000101876,0.02791503,0.0005151979,0.001795384,0.0002207931,0.0001384645,0.001332384],"genre_scores_gemma":[0.9966285,0.0002713925,0.00002651601,0.0004020779,0.0001336198,0.0004282984,0.00003202191,0.00003145162,0.002046148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6494918,"threshold_uncertainty_score":0.492124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086487597071283,"score_gpt":0.4692967365644983,"score_spread":0.36064797685737,"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."}}