{"id":"W7117965178","doi":"10.1007/978-3-032-10050-4_21","title":"Rheumatoid Arthritis Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; University of Alberta","funders":"","keywords":"Rheumatoid arthritis; Adverse effect; Concomitant; Autoimmune disease; Pharmacist; Biologic Agents; Disease; Rheumatology; Inflammatory arthritis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005984756,0.0005880279,0.0005302934,0.001178374,0.0005756036,0.001487452,0.0006493909,0.0007465193,0.2478462],"category_scores_gemma":[0.001675551,0.0002375861,0.0003198628,0.000609806,0.000226613,0.0008130934,0.001051057,0.001455444,0.1615676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004477685,"about_ca_system_score_gemma":0.001057398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709488,"about_ca_topic_score_gemma":0.007333511,"domain_scores_codex":[0.9996137,0.00006202629,0.00001791157,0.00003482656,0.0002326167,0.00003902131],"domain_scores_gemma":[0.9995288,0.000117345,0.00002038462,0.00003272947,0.0002189069,0.00008190453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002111007,0.00004820438,0.0001997513,0.00009518326,0.000002393356,0.00008819667,0.00005056774,0.0000470511,0.0002269999,0.003948835,0.727698,0.2675737],"study_design_scores_gemma":[0.000005913621,0.00001944797,0.0006288085,0.0001762899,0.000002367998,0.000408386,0.00003767696,0.00004181081,0.00006608976,0.001959354,0.9966504,0.000003364779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004400251,0.00661899,0.002190648,0.002813656,0.001621057,0.0001284171,0.0006843795,0.0003348747,0.9851679],"genre_scores_gemma":[0.002083188,0.0045395,0.002201014,0.00153958,0.0004229931,0.00007902103,0.0005796874,0.0000699635,0.988485],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2478462,"threshold_uncertainty_score":0.8291281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143432017102433,"score_gpt":0.288272144479068,"score_spread":0.2739289427688247,"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."}}