{"id":"W4405402425","doi":"10.1002/msc.70026","title":"Persistent Inequality in Access to Rheumatology Care for Females After the COVID‐19 Pandemic","year":2024,"lang":"en","type":"article","venue":"Musculoskeletal Care","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Triage; Coronavirus disease 2019 (COVID-19); Referral; Pandemic; Rheumatology; Demography; Young adult; Emergency medicine; Internal medicine; Pediatrics; Family medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003023261,0.000197826,0.0003642322,0.0002091559,0.0001514362,0.0001436799,0.0002490837,0.0001112402,0.0001957354],"category_scores_gemma":[0.0004456264,0.0001306317,0.0004004488,0.0002987376,0.0001562894,0.0001236145,0.0001657314,0.0002878395,0.00004918471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003327588,"about_ca_system_score_gemma":0.0003415042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004658163,"about_ca_topic_score_gemma":0.004802007,"domain_scores_codex":[0.9983162,0.000148072,0.0002981971,0.0004426794,0.0003120377,0.0004827589],"domain_scores_gemma":[0.9988607,0.0002731701,0.00002036577,0.0003708716,0.0001633657,0.0003115237],"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":[0.001441341,0.00006448586,0.8402081,0.01075383,0.0002603092,0.0002252704,0.05361179,0.00004339542,0.0002164232,0.0009091452,0.002006219,0.09025977],"study_design_scores_gemma":[0.005213214,0.002406783,0.2149757,0.002140502,0.00007372032,0.0007906425,0.09549192,0.0001898459,0.00008777909,0.0006453866,0.6770585,0.0009260742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194867,0.0721897,0.0001244996,0.005909943,0.0002417171,0.001453139,0.0001468912,0.0001149433,0.0003324718],"genre_scores_gemma":[0.9958862,0.001803966,0.00005583966,0.0007997144,0.00006248589,0.00114179,0.0001435504,0.00003527383,0.00007115856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6750522,"threshold_uncertainty_score":0.5327006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06233731492059413,"score_gpt":0.3897035867299963,"score_spread":0.3273662718094022,"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."}}