{"id":"W4280488831","doi":"10.3389/fneur.2022.904757","title":"Models of Care in Multiple Sclerosis: A Survey of Canadian Health Providers","year":2022,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Hamilton Health Sciences; Women and Children’s Health Research Institute; St. Michael's Hospital; University of Toronto; Western University; University of Calgary; Royal Jubilee Hospital; McMaster University; University of Alberta; University of Saskatchewan; University of Manitoba","funders":"","keywords":"Medicine; Family medicine; Descriptive statistics; Health care; Nursing","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003239418,0.0002229873,0.0003218339,0.001433315,0.004415554,0.001596821,0.001215793,0.0005426233,0.00270311],"category_scores_gemma":[0.009516448,0.0004378112,0.0004496625,0.004779097,0.001122844,0.000906685,0.001601935,0.001055796,0.000218425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03614797,"about_ca_system_score_gemma":0.05733802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900746,"about_ca_topic_score_gemma":0.9893064,"domain_scores_codex":[0.9961138,0.0004920426,0.0002571848,0.0002340873,0.002066955,0.0008358918],"domain_scores_gemma":[0.9906846,0.0009345723,0.00188629,0.0001679006,0.003986232,0.00234048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006089377,0.0001128933,0.9486078,0.0002883968,0.00003534689,0.0001899298,0.02294112,0.0001400832,0.0002445802,0.0002950141,0.007017475,0.02006647],"study_design_scores_gemma":[0.00001907282,0.00009150449,0.9543599,0.000297055,0.00001938319,0.0001713959,0.03507834,0.0004391001,0.00005894281,0.00005361765,0.00937981,0.00003191283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828275,0.001860865,0.0001710613,0.004487873,0.0000339188,0.0001774373,0.002939089,0.0000154043,0.007486717],"genre_scores_gemma":[0.9954164,0.001990786,0.0003271385,0.0006685506,0.00001118246,0.00005360259,0.0007072142,0.000006162737,0.0008188999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03614797,"threshold_uncertainty_score":0.2622731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026897036682015,"score_gpt":0.2904356506017848,"score_spread":0.1877459469335833,"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."}}