{"id":"W2975742859","doi":"10.1016/j.msard.2019.101411","title":"Predictors of vocational status among persons with multiple sclerosis","year":2019,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Parkwood Institute; Western University; Lawson Health Research Institute; London Health Sciences Centre","funders":"EMD Serono; AbbVie; Biogen Idec; Genzyme; Roche; Novartis","keywords":"Multiple sclerosis; Medicine; Vocational education; Physical therapy; Gerontology; Physical medicine and rehabilitation; Psychiatry; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006266189,0.0002252387,0.0003292726,0.001045453,0.001037596,0.0008816486,0.0003400876,0.0007711219,0.002682035],"category_scores_gemma":[0.003681978,0.0002752046,0.0004902969,0.00118832,0.0003510031,0.0005542643,0.0007020138,0.0009663744,0.0003255652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313314,"about_ca_system_score_gemma":0.0005745175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787294,"about_ca_topic_score_gemma":0.02074618,"domain_scores_codex":[0.9994475,0.0001852093,0.0000530515,0.00004437309,0.0000823449,0.000187565],"domain_scores_gemma":[0.9981943,0.0004220731,0.000520354,0.00009020856,0.0002032831,0.0005698546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000081332,0.00006275273,0.99905,0.000003596032,0.00001939726,0.00004689853,0.00005343281,0.00001335419,0.00003857002,0.00001141267,0.00004220785,0.000576993],"study_design_scores_gemma":[0.000002516891,0.00003827933,0.9995236,0.000004687637,0.000009008416,0.00005670784,0.0002417925,0.00005098245,0.000008735346,0.00001557293,0.0000468742,0.000001314287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987262,0.0002820002,0.00002059746,0.000100648,0.00000917542,0.000003589728,0.0001413865,0.00000152367,0.0007147842],"genre_scores_gemma":[0.9995418,0.0001016147,0.00001624569,0.00001920821,0.00001087044,0.000002684329,0.0001103901,6.02123e-7,0.0001966181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01787294,"threshold_uncertainty_score":0.03553778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589176875991418,"score_gpt":0.2385197626102714,"score_spread":0.2126279938503572,"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."}}