{"id":"W3194422997","doi":"10.1007/s00415-021-10750-z","title":"Smoking, obesity, and disability worsening in PPMS: an analysis of the INFORMS original trial dataset","year":2021,"lang":"en","type":"article","venue":"Journal of Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Obesity; Logistic regression; Neurology; Incidence (geometry); Randomized controlled trial; Physical therapy; Cohort; Physical disability; Body mass index; Internal medicine; Pediatrics; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0009158044,0.00007733081,0.0005509615,0.0001814309,0.00004277063,0.00001154653,0.0001405031,0.00005927847,0.00007121701],"category_scores_gemma":[0.001852596,0.00004590573,0.0001314496,0.0005908762,0.0002955929,0.0001189444,0.0002064328,0.0005407023,1.499255e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002897135,"about_ca_system_score_gemma":0.0001185245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009773018,"about_ca_topic_score_gemma":0.001013804,"domain_scores_codex":[0.9984639,0.0003260631,0.0005344339,0.0001360496,0.0003701719,0.0001693286],"domain_scores_gemma":[0.9987618,0.0004529595,0.0002731891,0.0002866631,0.0001350635,0.00009033299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005901643,0.0003281092,0.99086,0.0000229046,0.0003348555,0.00009744624,0.0001999353,0.000117686,0.0007360024,0.00001200907,0.0001530739,0.001236378],"study_design_scores_gemma":[0.008974805,0.0008861859,0.987078,0.00001686571,0.0003682075,0.0001042948,0.0001051069,0.0005261607,0.0001172254,0.00002683616,0.001764595,0.00003172868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971959,0.00007751201,0.000005190672,0.002430936,0.0001149914,0.00010372,0.00005309885,0.000001379434,0.00001724387],"genre_scores_gemma":[0.9992683,0.0001771661,0.00007215293,0.0003363811,0.0001185061,0.00000124372,0.00001890882,0.000003488452,0.000003851624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003781969,"threshold_uncertainty_score":0.2349112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06167174616038768,"score_gpt":0.3773583128133765,"score_spread":0.3156865666529888,"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."}}