{"id":"W4283705540","doi":"10.1136/annrheumdis-2022-eular.1486","title":"AB0584 MANAGEMENT OF REFERRALS, TREATMENT STRATEGY, AND RESEARCH CHALLENGES IN POLYMYALGIA RHEUMATICA AMONGST RHEUMATOLOGISTS WORLDWIDE: A QUESTIONNAIRE BASED STUDY","year":2022,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Otitis Media and Relapsing Polychondritis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kensington Health","funders":"","keywords":"Medicine; Polymyalgia rheumatica; Respondent; Referral; Prednisolone; Family medicine; Clinical trial; Population; Rheumatology; Physical therapy; Internal medicine; Disease; Vasculitis; Environmental health; Giant cell arteritis","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":[0.0008394087,0.0002152464,0.0006697288,0.0003828855,0.0002227253,0.00001823986,0.0002863064,0.00004163231,0.0001055036],"category_scores_gemma":[0.0001947747,0.0001504327,0.0001548938,0.0005338864,0.0003494844,0.00005772961,0.0002575186,0.0002106161,0.000002547002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008259678,"about_ca_system_score_gemma":0.0001849467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006852912,"about_ca_topic_score_gemma":0.0001553451,"domain_scores_codex":[0.9967453,0.0008403845,0.0007089099,0.0003564352,0.0009399604,0.0004089634],"domain_scores_gemma":[0.9984221,0.0003018377,0.0002567768,0.0007427788,0.0001077433,0.0001687505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002322454,0.03528805,0.5938357,0.0148573,0.002621536,0.0006195245,0.01521497,0.0005840406,0.00003163225,0.01484944,0.006901655,0.3128737],"study_design_scores_gemma":[0.004205741,0.002773745,0.9601358,0.007744736,0.0002463883,0.00003282547,0.0216758,0.0003675546,0.0001038024,0.002355721,0.0001469085,0.0002109423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960995,0.03119433,0.00000112883,0.005042879,0.0004064091,0.001543195,0.00005000187,0.00003218978,0.0007348906],"genre_scores_gemma":[0.9880725,0.01025485,0.00005578038,0.00002368873,0.000004091548,0.0003746765,0.00001150494,0.00002632198,0.001176597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3663001,"threshold_uncertainty_score":0.6134467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1659236688147389,"score_gpt":0.3970809079540478,"score_spread":0.2311572391393089,"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."}}