{"id":"W4408932474","doi":"10.2196/59363","title":"A Web-Based Lifestyle-Related Course for People Living With Multiple Sclerosis: Quantitative Evaluation of Course Completion, Satisfaction, and Lifestyle Changes Among Participants Enrolled in a Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Randomized controlled trial; Preprint; Gerontology; Course (navigation); Physical therapy; Medicine; Psychology; World Wide Web; Computer science; Engineering; Surgery","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":[0.02486414,0.0009503785,0.002222567,0.001014345,0.001347141,0.001011312,0.0007409662,0.001824535,0.004372725],"category_scores_gemma":[0.0312013,0.0006195563,0.00233372,0.00119619,0.001335599,0.001330087,0.001054095,0.0014715,0.0003942228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062746,"about_ca_system_score_gemma":0.003133337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001822249,"about_ca_topic_score_gemma":0.002578125,"domain_scores_codex":[0.9833181,0.011597,0.001917607,0.001273661,0.001268994,0.0006245716],"domain_scores_gemma":[0.9811406,0.00913234,0.004789366,0.001259957,0.002028458,0.001649361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7105094,0.09613612,0.06694954,0.004845772,0.006424844,0.00006860756,0.002165735,0.0003702606,0.001946467,0.000225811,0.001706129,0.1086513],"study_design_scores_gemma":[0.517387,0.3351088,0.1361982,0.0006025143,0.00521898,0.00004729042,0.0007790709,0.001233019,0.001113036,0.0002809034,0.001950564,0.00008061843],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771281,0.00094066,0.0009995493,0.0003012839,0.0001891268,0.01865575,0.000781392,0.00006778432,0.0009362696],"genre_scores_gemma":[0.9415105,0.0005738678,0.005136493,0.0004121295,0.0002453229,0.05084852,0.0005858911,0.00001556687,0.0006717018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02486414,"threshold_uncertainty_score":0.1314957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07925097587096501,"score_gpt":0.3770410431613089,"score_spread":0.2977900672903439,"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."}}