{"id":"W4414587999","doi":"10.1503/cmaj.250988","title":"People with multiple sclerosis experiencing invisible symptoms","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiple sclerosis; Mood; MEDLINE; Mood disorders","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006862751,0.0001439407,0.0002661628,0.0004368448,0.001451371,0.001067873,0.0002869794,0.0007973462,0.01264535],"category_scores_gemma":[0.004712832,0.0000696901,0.0001850182,0.0007783623,0.0005523528,0.001165537,0.00121564,0.00135964,0.001329468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003798063,"about_ca_system_score_gemma":0.001019616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004262236,"about_ca_topic_score_gemma":0.007700237,"domain_scores_codex":[0.9990903,0.0001959955,0.00006250489,0.00005897415,0.0004542668,0.0001379648],"domain_scores_gemma":[0.9985836,0.0002533148,0.0004862155,0.0000418254,0.0002406479,0.0003944836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001382097,0.0003626794,0.3571389,0.001080535,0.0000605836,0.002911333,0.01087869,0.00006508789,0.001118422,0.00848999,0.2209009,0.3968546],"study_design_scores_gemma":[0.00006663608,0.0004772892,0.4907504,0.006729406,0.0001920477,0.02438345,0.02798352,0.0001256209,0.0004476705,0.01476873,0.4339605,0.000114683],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4819916,0.06128561,0.001732249,0.1731763,0.004651648,0.0002813853,0.002103399,0.0001926386,0.2745852],"genre_scores_gemma":[0.8978053,0.04313371,0.001521207,0.03490318,0.0032741,0.0001135052,0.0008246903,0.00002862274,0.01839571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01264535,"threshold_uncertainty_score":0.04230297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897145113011276,"score_gpt":0.2692440542596354,"score_spread":0.2502726031295227,"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."}}