{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03040419,0.002167379,0.001596976,0.002719296,0.007433332,0.002659713,0.005441597,0.002434088,0.004442437],"category_scores_gemma":[0.03050936,0.001169676,0.001883843,0.007176063,0.002869377,0.001135275,0.003074243,0.002339339,0.0005732229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02055418,"about_ca_system_score_gemma":0.08908573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.812472,"about_ca_topic_score_gemma":0.8614861,"domain_scores_codex":[0.982454,0.007374945,0.001465998,0.002631226,0.004366008,0.001707871],"domain_scores_gemma":[0.9857334,0.002504994,0.001227757,0.001740688,0.006502028,0.002291174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01682292,0.001182342,0.6164846,0.009470064,0.002821047,0.001125837,0.005380952,0.003401653,0.001303722,0.06155939,0.1602755,0.1201719],"study_design_scores_gemma":[0.01166962,0.003308797,0.6174849,0.008560755,0.004515126,0.001085637,0.004579158,0.005329767,0.0007874598,0.01177788,0.3304563,0.0004447299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1551616,0.02196267,0.03078224,0.01598198,0.003163356,0.5703797,0.1649245,0.0004401344,0.03720383],"genre_scores_gemma":[0.3219908,0.01084735,0.0937885,0.01097265,0.0009645483,0.5010229,0.0527893,0.0001009325,0.007523004],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.187528,"threshold_uncertainty_score":0.3772647,"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."}}