{"id":"W3133943144","doi":"10.2196/25011","title":"The Smartphone App haMSter for Tracking Patient-Reported Outcomes in People With Multiple Sclerosis: Protocol for a Pilot Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medizinische Universität Wien; Universität Wien","keywords":"mHealth; Medicine; Protocol (science); Telemedicine; Quality of life (healthcare); Clinical trial; Longitudinal study; Disease; Health care; Psychological intervention; Alternative medicine; Nursing; Pathology","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":[0.03163001,0.002645704,0.00281945,0.00137367,0.002974641,0.001609038,0.002103984,0.003841365,0.04935564],"category_scores_gemma":[0.02631853,0.001472197,0.003405445,0.001225524,0.001999397,0.00178714,0.002139315,0.004712814,0.01175072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002976137,"about_ca_system_score_gemma":0.01114357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602373,"about_ca_topic_score_gemma":0.002798543,"domain_scores_codex":[0.9879944,0.007972097,0.001648093,0.0007215469,0.0009387059,0.0007252284],"domain_scores_gemma":[0.988013,0.003588071,0.001622094,0.001788263,0.003771277,0.001217284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.3455654,0.08652918,0.005649033,0.08014224,0.001505933,0.001925814,0.004349852,0.005292078,0.0132519,0.008569276,0.1317704,0.3154489],"study_design_scores_gemma":[0.4567744,0.18594,0.03485908,0.01874697,0.001643552,0.0008526876,0.002729269,0.00380782,0.006926942,0.006907656,0.2801808,0.000630759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002574746,0.0001449206,0.001679294,0.0001756597,0.0001372762,0.993539,0.001049235,0.00006355029,0.0006362394],"genre_scores_gemma":[0.0009251192,0.00006005266,0.001622037,0.00008225512,0.00001612803,0.9969972,0.0001393899,0.000003029761,0.0001547648],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04935564,"threshold_uncertainty_score":0.1672775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4436375786520593,"score_gpt":0.5265397580021263,"score_spread":0.082902179350067,"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."}}