{"id":"W3035357197","doi":"10.1177/1352458520926955","title":"Disability outcomes of early cerebellar and brainstem symptoms in multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Saint Jerome; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Multiple sclerosis; Brainstem; Medicine; Cerebellum; Clinical neurology; Physical medicine and rehabilitation; Neuroscience; Psychology; Internal medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001121084,0.0005494733,0.001577575,0.0002584803,0.0003615224,0.0001378794,0.0004236785,0.0002439632,0.0001344534],"category_scores_gemma":[0.004849278,0.0004486057,0.0004783398,0.0007879669,0.0009212189,0.000457878,0.0004914233,0.001166205,0.0000255897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002958008,"about_ca_system_score_gemma":0.0001310289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005304891,"about_ca_topic_score_gemma":0.0003217144,"domain_scores_codex":[0.9949949,0.0004032113,0.001521447,0.0007915105,0.001314319,0.0009746315],"domain_scores_gemma":[0.9963112,0.001231493,0.0004412242,0.0005551412,0.0003874219,0.001073525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007707935,0.0005955805,0.896356,0.0002379756,0.0003182834,0.00001247051,0.002302128,0.00004918742,0.07397975,0.000005218853,0.0002234788,0.02514917],"study_design_scores_gemma":[0.01218971,0.0007647015,0.976908,0.0006338744,0.00008836924,0.00001699035,0.0008346374,0.003560773,0.004455327,0.000009739668,0.0001677818,0.0003700669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920359,0.0007778518,0.0001053983,0.005535748,0.000164754,0.00106433,0.0001075704,0.00008519703,0.0001233091],"genre_scores_gemma":[0.9954131,0.001544686,0.002103688,0.0005258986,0.0002545394,0.00004656828,0.000008365544,0.00008041266,0.00002268776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08055206,"threshold_uncertainty_score":0.9997966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425855567011058,"score_gpt":0.2993662805945647,"score_spread":0.1567807238934588,"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."}}