{"id":"W4411414557","doi":"10.1016/j.ard.2025.06.1298","title":"ABS0830 FAMILY SIZE AND ITS PREDICTORS IN RHEUMATIC DISEASES: A SYNDEMIC ANALYSIS FROM THE CoVAD-3 STUDY","year":2025,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Syndemic; Rheumatic disease; Environmental health; Internal medicine; Family medicine; Rheumatoid arthritis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001572199,0.0002986726,0.0003864217,0.002147361,0.0009611259,0.0007318949,0.000555719,0.0004601925,0.003595177],"category_scores_gemma":[0.002244027,0.000230561,0.0008532498,0.003241392,0.0002655294,0.0003724044,0.00144733,0.0006725701,0.0005868183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003615125,"about_ca_system_score_gemma":0.0006479945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02171786,"about_ca_topic_score_gemma":0.02259984,"domain_scores_codex":[0.9990565,0.0003997277,0.000140171,0.0001012062,0.0001855501,0.0001167669],"domain_scores_gemma":[0.9981812,0.0003427589,0.0006254669,0.000129388,0.0003893456,0.0003318751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009021917,0.0000428386,0.9982127,0.00003098872,0.00004119948,0.00005597137,0.000232042,0.00002213709,0.00006804374,0.00002183696,0.0004264445,0.0007556031],"study_design_scores_gemma":[0.000006819988,0.00006117349,0.9983307,0.0000211344,0.00001455816,0.00009979849,0.001003431,0.00006871713,0.00001250222,0.00001188612,0.0003664609,0.000002971034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928222,0.0002403584,0.0001158519,0.0000816603,0.000008539937,0.00004936123,0.005948324,0.00000326089,0.0007304362],"genre_scores_gemma":[0.9940049,0.0001901263,0.0002307857,0.00004905349,0.00001483506,0.0001800442,0.004992841,0.000004868835,0.0003326514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02171786,"threshold_uncertainty_score":0.04318285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02891478218536897,"score_gpt":0.3055270777131676,"score_spread":0.2766122955277986,"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."}}