{"id":"W4391493985","doi":"10.1002/acr.25294","title":"“What Came First?” <scp>Population‐Based</scp> Evaluation of Health Care Encounters for Depression and Anxiety Before and After Inflammatory Arthritis Diagnosis: Disentangling the Relationship Between Mental Health and Arthritis","year":2024,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; British Columbia Centre on Substance Use; Simon Fraser University; Research Canada; Arthritis Research Centre of Canada; McGill University; University of British Columbia","funders":"Arthritis Society","keywords":"Medicine; Depression (economics); Anxiety; Odds ratio; Confidence interval; Rheumatoid arthritis; Psoriatic arthritis; Population; Internal medicine; Arthritis; Cohort; Psychiatry; Demography; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0008119298,0.0002434013,0.0002884521,0.001502633,0.000688955,0.0006839562,0.0005909827,0.0003621294,0.001156738],"category_scores_gemma":[0.003136948,0.0002789342,0.0005479366,0.002784646,0.000275891,0.0002709776,0.0004171596,0.0004872497,0.0003120828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303125,"about_ca_system_score_gemma":0.001458767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1608615,"about_ca_topic_score_gemma":0.289006,"domain_scores_codex":[0.9991705,0.0002029939,0.0001555435,0.0001207694,0.0002423347,0.0001078301],"domain_scores_gemma":[0.9964501,0.0002692694,0.002229731,0.0001755906,0.0006081147,0.0002672341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003054831,0.00001563696,0.9978784,0.00002337561,0.00005253802,0.00003905259,0.00005567095,0.00003237832,0.00004541928,0.000005450156,0.0006943152,0.00112715],"study_design_scores_gemma":[0.000004080238,0.00001894537,0.9995338,0.000008974319,0.00001165459,0.00005604683,0.00006024892,0.00004833949,0.00002463965,0.000003415932,0.0002281432,0.000001652458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814287,0.0005208442,0.0002275544,0.0002077577,0.00001730609,0.0002302034,0.01547965,0.00002740492,0.001860636],"genre_scores_gemma":[0.9879875,0.0003571766,0.0004969585,0.000227955,0.00003466049,0.0002031143,0.01010557,0.000005755714,0.0005811879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1608615,"threshold_uncertainty_score":0.3198503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03847861727030551,"score_gpt":0.3722552917173416,"score_spread":0.3337766744470361,"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."}}