{"id":"W3091784113","doi":"10.1177/1352458520963880","title":"Effect of mood and anxiety disorders on health care utilization in multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary; University of Manitoba","funders":"Institute of Musculoskeletal Health and Arthritis; Canadian Institutes of Health Research","keywords":"Medicine; Anxiety; Multiple sclerosis; Cohort; Mood disorders; Mood; Psychiatry; Cohort study; Drug; Health care; Family medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001017055,0.0004475815,0.001078217,0.000379536,0.0004196358,0.00007471991,0.0002287995,0.00016324,0.00004883395],"category_scores_gemma":[0.003367462,0.0003662016,0.000289684,0.0007665706,0.0002657497,0.0002333198,0.0001922173,0.0009279901,0.0000113292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313062,"about_ca_system_score_gemma":0.0001549975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002874682,"about_ca_topic_score_gemma":0.0008084041,"domain_scores_codex":[0.9959984,0.0006646523,0.000928512,0.0006302329,0.001011568,0.0007666223],"domain_scores_gemma":[0.9975446,0.0007562021,0.0003801579,0.0003256656,0.0002288802,0.0007645136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002426839,0.0002529007,0.6703368,0.0008115107,0.0001126056,0.000001616428,0.004848665,0.0003590116,0.02690475,0.000002385216,0.0007681904,0.2931747],"study_design_scores_gemma":[0.01823188,0.005257749,0.946853,0.001567127,0.00005332051,0.000008458778,0.001763858,0.00937166,0.015971,0.000002184048,0.0006151076,0.0003046505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892091,0.00262418,0.0002466612,0.005834862,0.0001459104,0.001565267,0.0001023665,0.00007049661,0.0002011281],"genre_scores_gemma":[0.9766282,0.02170115,0.0008067027,0.0004944461,0.0001969396,0.00006179438,0.00003589497,0.00007074988,0.000004074112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2928701,"threshold_uncertainty_score":0.999879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120883224676405,"score_gpt":0.326842431443815,"score_spread":0.2147541089761745,"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."}}