{"id":"W2887342729","doi":"10.1016/j.msard.2018.07.043","title":"Factors associated with perceived need for mental health care in multiple sclerosis","year":2018,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Manitoba Health; Nova Scotia Health Authority; Dalhousie University; University of Calgary; University of Manitoba","funders":"Canadian Institutes of Health Research; Crohn's and Colitis Canada","keywords":"Multiple sclerosis; Medicine; Mental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000424486,0.0005975961,0.001011863,0.0004655775,0.001119228,0.00007941983,0.0001885924,0.0003371515,0.00007483381],"category_scores_gemma":[0.001155022,0.0004446758,0.0002557463,0.0008242861,0.0009098946,0.000217871,0.0001492055,0.0004934576,0.000007717907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000548836,"about_ca_system_score_gemma":0.000193148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245127,"about_ca_topic_score_gemma":0.01420554,"domain_scores_codex":[0.9962578,0.0001965705,0.0007411419,0.0009705433,0.0006196357,0.001214248],"domain_scores_gemma":[0.9979535,0.0005477727,0.0002603221,0.0004104836,0.0003388187,0.0004891359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002018821,0.001053631,0.9125522,0.0002357532,0.000869713,8.066507e-7,0.03333624,0.00004447021,0.01519624,0.000007894003,0.002239659,0.03244454],"study_design_scores_gemma":[0.02414165,0.002328798,0.9457532,0.001348697,0.00007240153,6.013677e-7,0.01988771,0.004550084,0.0005225636,0.000005683018,0.0008832805,0.0005054074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99063,0.001886869,0.00002951399,0.002828852,0.0002329179,0.003490804,0.0003740549,0.0002134436,0.0003135589],"genre_scores_gemma":[0.9954537,0.00262645,0.0003919022,0.0002688425,0.00005056346,0.0002616723,0.0006811257,0.0001231435,0.0001426426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0332009,"threshold_uncertainty_score":0.9998005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07561283902120947,"score_gpt":0.2915978460745584,"score_spread":0.2159850070533489,"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."}}