{"id":"W3211091719","doi":"10.1186/s12883-021-02447-7","title":"The Canadian prospective cohort study to understand progression in multiple sclerosis (CanProCo): rationale, aims, and study design","year":2021,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Manitoba; University of Alberta; Providence Health Care; University of British Columbia; Women and Children’s Health Research Institute; University of Calgary; Centre Hospitalier de l’Université de Montréal; University of Toronto; Université de Montréal; Centre for Advancing Health Outcomes; St. Michael's Hospital","funders":"Government of Alberta; Multiple Sclerosis Society of Canada; Fondation Brain Canada","keywords":"Medicine; Neurology; Cohort study; Prospective cohort study; Cohort; Disease; Epidemiology; Observational study; Clinical trial; Neurosurgery; Family medicine; Gerontology; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001045927,0.0001816864,0.000352546,0.0001843596,0.0006618782,0.00007266369,0.0001174106,0.00005607752,0.0000167522],"category_scores_gemma":[0.002613138,0.0001317357,0.00002680643,0.0004962233,0.0001764949,0.00004870849,0.0002090722,0.0003577733,0.000009568154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002227441,"about_ca_system_score_gemma":0.000780532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0110133,"about_ca_topic_score_gemma":0.8791192,"domain_scores_codex":[0.99719,0.0008514656,0.0002962739,0.0006709885,0.0004850413,0.0005062174],"domain_scores_gemma":[0.9979794,0.0009906609,0.00004538347,0.0003800142,0.0003048226,0.0002997439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009234231,0.0008427687,0.9938294,0.00001107229,0.00008468268,0.0001518648,0.002544241,0.00006651081,0.0003535184,0.00001482221,0.0003515364,0.0008261392],"study_design_scores_gemma":[0.003553129,0.002633746,0.9890043,0.00001742402,0.00003274322,0.00001486476,0.003936458,0.0004338654,0.0001344232,0.00003354911,0.0001017063,0.0001038379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855784,0.0002155702,0.00008385512,0.003157603,0.00009080384,0.01069288,0.000005839742,0.00002608067,0.0001490279],"genre_scores_gemma":[0.9977724,0.00006734893,0.0003615493,0.0004024693,0.00005456126,0.001198216,0.000003652755,0.0000241071,0.0001156829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8681059,"threshold_uncertainty_score":0.9955724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1395752133451867,"score_gpt":0.3405188835539685,"score_spread":0.2009436702087818,"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."}}