{"id":"W2889534785","doi":"10.1177/1352458518798048","title":"gMS-Classifier1 does not predict disability progression in multiple sclerosis","year":2018,"lang":"en","type":"letter","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Multiple sclerosis; Medicine; Physical medicine and rehabilitation; Clinical neurology; Psychology; Neuroscience; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078808,0.0001944574,0.0004851177,0.00038173,0.0004509376,0.0004391523,0.0004112459,0.001283106,0.00171193],"category_scores_gemma":[0.006687977,0.00008111362,0.0001603625,0.0004101318,0.0002989327,0.0004318932,0.0001532665,0.0008907999,0.0006608719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003814497,"about_ca_system_score_gemma":0.0002929061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496216,"about_ca_topic_score_gemma":0.001524487,"domain_scores_codex":[0.9995184,0.0001670972,0.00007009957,0.00006886163,0.0001228492,0.0000527095],"domain_scores_gemma":[0.9968932,0.001431145,0.0004572487,0.0002028753,0.0007352486,0.0002802387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003643633,0.0003015125,0.8559165,0.0003280543,0.0001105576,0.0201271,0.0004668624,0.0003628804,0.004082965,0.0009419243,0.03075825,0.08295973],"study_design_scores_gemma":[0.0004325707,0.002477822,0.8665276,0.0005045589,0.0002928556,0.06608276,0.0008296365,0.004720002,0.002594903,0.004744815,0.05073389,0.00005875073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9363794,0.008790582,0.0003651446,0.03502516,0.001215717,0.00004301012,0.0006005325,0.00003961221,0.01754084],"genre_scores_gemma":[0.9891939,0.001051597,0.0003196804,0.006224575,0.001239524,0.00001523051,0.0001779437,0.000008566356,0.001768949],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.00171193,"threshold_uncertainty_score":0.005726993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1662032173793322,"score_gpt":0.3293705557566568,"score_spread":0.1631673383773246,"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."}}