{"id":"W3034247753","doi":"10.2196/18196","title":"Evaluation of More Stamina, a Mobile App for Fatigue Management in Persons with Multiple Sclerosis: Protocol for a Feasibility, Acceptability, and Usability Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Oulun Yliopisto; European Commission","keywords":"Usability; mHealth; Quality of life (healthcare); Medicine; Protocol (science); Think aloud protocol; Cohort; Psychology; Applied psychology; Nursing; Alternative medicine; Computer science; Psychological intervention","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01333231,0.0003251374,0.0007901336,0.0003162883,0.0002737769,0.00009643521,0.000396782,0.0001068273,0.00008969636],"category_scores_gemma":[0.004377305,0.0002453644,0.000121006,0.001002666,0.000769621,0.000248071,0.0006777185,0.0004864988,0.000001178821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006463364,"about_ca_system_score_gemma":0.0005861985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009591581,"about_ca_topic_score_gemma":0.0004622358,"domain_scores_codex":[0.9921876,0.001353176,0.0008064971,0.001311468,0.00345784,0.0008834007],"domain_scores_gemma":[0.9946235,0.001019955,0.0001616898,0.0009062396,0.00290566,0.0003829234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.032385,0.01672704,0.814631,0.02497154,0.0003569415,0.000003521933,0.01331305,0.0001249416,0.003650865,0.00001294493,0.001367973,0.09245513],"study_design_scores_gemma":[0.0736109,0.03048265,0.8447108,0.001972444,0.00005434453,5.919627e-7,0.02301109,0.02174758,0.001964274,0.00009080243,0.002072598,0.0002818644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1512475,0.000002147778,0.0001876338,0.0005723696,9.463646e-7,0.8477294,0.0001064413,0.00004713389,0.0001063768],"genre_scores_gemma":[0.3398898,2.264005e-7,0.00253408,0.00001103678,0.00003360655,0.6574728,0.000007243384,0.00003468242,0.00001649791],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1902566,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.649164796139935,"score_gpt":0.6009942797064367,"score_spread":0.04817051643349834,"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."}}