{"id":"W4366084123","doi":"10.1017/cjn.2023.41","title":"Virtual Management of Multiple Sclerosis: Providing Access or Just Phoning it in?","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia; Memorial University of Newfoundland; London Health Sciences Centre; Centre hospitalier universitaire de Québec; St. Michael's Hospital; Montreal Neurological Institute and Hospital","funders":"Novartis Pharmaceuticals Canada","keywords":"Computer science; Content (measure theory); Action (physics); Multiple sclerosis; Multimedia; World Wide Web; Medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002768409,0.0002587674,0.0004566756,0.0004863034,0.001336048,0.00469348,0.0008945164,0.001629332,0.06916644],"category_scores_gemma":[0.01530229,0.0001491691,0.0004476846,0.0004895519,0.001012708,0.006418227,0.003514334,0.001582609,0.01023527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004725809,"about_ca_system_score_gemma":0.001507533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605954,"about_ca_topic_score_gemma":0.003582888,"domain_scores_codex":[0.998358,0.0008832387,0.0001102401,0.0000752593,0.000248007,0.0003252639],"domain_scores_gemma":[0.9956252,0.0009967978,0.0003552866,0.0002803533,0.0004212275,0.00232126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00055198,0.0004679037,0.003866578,0.001335578,0.00005357505,0.000671223,0.001664628,0.00008987144,0.0005032269,0.004008176,0.4322434,0.5545439],"study_design_scores_gemma":[0.0004552574,0.001062371,0.01449329,0.007038178,0.0002024352,0.004823958,0.008312986,0.0005641329,0.001196899,0.01769812,0.9439638,0.0001885616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09279018,0.04922552,0.01924562,0.437562,0.03010237,0.0006221305,0.001420162,0.004328455,0.3647036],"genre_scores_gemma":[0.6917142,0.06784742,0.04337856,0.06650688,0.01789018,0.0008897503,0.001338328,0.001080796,0.1093539],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06916644,"threshold_uncertainty_score":0.2313848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.234483030599443,"score_gpt":0.3698396933474754,"score_spread":0.1353566627480323,"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."}}