{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000321375,0.0004517252,0.0007666799,0.0003817009,0.000295592,0.00004440971,0.0001711728,0.0002835674,0.0003538416],"category_scores_gemma":[0.0005147512,0.0003414087,0.0002409603,0.0007227348,0.0009618991,0.0002931167,0.0001734872,0.0005436174,0.00004136724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109609,"about_ca_system_score_gemma":0.0001563884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001543494,"about_ca_topic_score_gemma":0.0005677839,"domain_scores_codex":[0.9966592,0.0001147933,0.0006403828,0.0008006084,0.0009441317,0.000840939],"domain_scores_gemma":[0.9978424,0.0005421126,0.0002800201,0.000573847,0.0002851012,0.0004765001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006435455,0.0005156343,0.9682859,0.0002180769,0.0008500332,9.333334e-7,0.001963387,0.0002456878,0.01872628,0.00001874544,0.0005553166,0.007976486],"study_design_scores_gemma":[0.01135894,0.0007489571,0.9753884,0.0008332913,0.0001860258,0.000002925056,0.003106493,0.006344399,0.000967658,0.000006268545,0.0006775377,0.0003790668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992487,0.001376834,0.00003637387,0.00053861,0.0002106017,0.001759219,0.000173045,0.0001481209,0.003270186],"genre_scores_gemma":[0.9929817,0.005098621,0.0007211237,0.00004667025,0.00003564852,0.0001319359,0.0001486652,0.00008784991,0.0007477332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01775862,"threshold_uncertainty_score":0.9999038,"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."}}