{"id":"W4413818601","doi":"10.58931/crt.2025.2265","title":"What Can We Tell Our Patients About Rheumatoid Arthritis Risk?","year":2025,"lang":"en","type":"article","venue":"Canadian rheumatology today.","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Rheumatoid arthritis; Medicine; Internal medicine; Intensive care 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":[0.0003211198,0.0004323066,0.0009539411,0.001054858,0.0006284028,0.000223293,0.0003875286,0.0004142246,0.0006941208],"category_scores_gemma":[0.0007466577,0.0004387791,0.0002283533,0.0005872649,0.0003032156,0.0003328658,0.00008398489,0.0007893852,0.00057963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004029793,"about_ca_system_score_gemma":0.002450934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07454862,"about_ca_topic_score_gemma":0.3763963,"domain_scores_codex":[0.9964885,0.0002505738,0.0007343465,0.0006994343,0.0003471943,0.001480029],"domain_scores_gemma":[0.9970849,0.00014257,0.0001596994,0.0008330127,0.0003719282,0.00140791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001181911,0.0001304057,0.7380365,0.0001002628,0.0003708261,0.0002076963,0.0008774974,0.000002055303,0.00001325877,0.004219163,0.08946408,0.1664601],"study_design_scores_gemma":[0.01468893,0.0006049898,0.2247491,0.00896298,0.00002105643,0.0008406203,0.006386339,0.0002443253,0.0006093959,0.006027342,0.7356526,0.001212364],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102122,0.06616353,0.00001339965,0.01629838,0.002250575,0.0008661225,0.0001740979,0.0001581057,0.003863547],"genre_scores_gemma":[0.6783074,0.3190793,0.00007868103,0.001008019,0.0000130928,0.00008968256,0.00013334,0.00004271518,0.00124775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6461884,"threshold_uncertainty_score":0.9998064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00696132428452078,"score_gpt":0.2469003748172022,"score_spread":0.2399390505326814,"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."}}