{"id":"W4417262381","doi":"10.2196/67845","title":"Simulation of Clinical Visits as a Novel Approach to Evaluate Digital Health in Multiple Sclerosis: Simulation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Digital health; Telemedicine; Data collection; Clinical decision support system; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008674867,0.0007312218,0.0005237,0.0009861069,0.0006967149,0.00174144,0.001400608,0.001713982,0.002502588],"category_scores_gemma":[0.0298592,0.0004701167,0.001118228,0.0008297098,0.0009716937,0.001082728,0.001985648,0.00123156,0.0002877811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002403652,"about_ca_system_score_gemma":0.002650208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005168572,"about_ca_topic_score_gemma":0.006278036,"domain_scores_codex":[0.9934492,0.005292824,0.0003197249,0.0003379542,0.0003497291,0.0002506531],"domain_scores_gemma":[0.9573873,0.03514477,0.001679499,0.002301532,0.001748902,0.001737951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0102368,0.06260532,0.2510589,0.002017791,0.001145018,0.002184276,0.03307189,0.4779712,0.008651427,0.0123869,0.003910067,0.1347605],"study_design_scores_gemma":[0.004449895,0.0540488,0.05910334,0.0007889756,0.0006204779,0.001076052,0.01792613,0.8288104,0.01192973,0.007734104,0.01308808,0.0004240472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838998,0.00007893395,0.01183998,0.0001677367,0.000020495,0.001750963,0.0001920633,0.00005571665,0.001994191],"genre_scores_gemma":[0.9649155,0.0001279781,0.03163655,0.0001287754,0.00001683845,0.002435669,0.0002353588,0.00001245227,0.0004909033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008674867,"threshold_uncertainty_score":0.04587758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.222091168400726,"score_gpt":0.4890196355567695,"score_spread":0.2669284671560435,"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."}}