{"id":"W2801400962","doi":"10.2196/10512","title":"Supply and Demand in mHealth Apps for Persons With Multiple Sclerosis: Systematic Search in App Stores and Scoping Literature Review","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; App store; Inter-rater reliability; Smartphone app; Medicine; Computer science; World Wide Web; Internet privacy; Psychology; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02022039,0.001938558,0.008017776,0.03507175,0.001525903,0.005207436,0.002365239,0.003306977,0.006280452],"category_scores_gemma":[0.08960713,0.001861486,0.006327498,0.03108848,0.001524826,0.005849908,0.004118982,0.001986539,0.0007342422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005823606,"about_ca_system_score_gemma":0.02790601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01134034,"about_ca_topic_score_gemma":0.02608197,"domain_scores_codex":[0.9826692,0.005024279,0.007778473,0.0009203767,0.003183297,0.000424473],"domain_scores_gemma":[0.906973,0.07447151,0.009299725,0.001088611,0.007649351,0.0005178516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005624669,0.00001654879,0.000416922,0.9605206,0.00159679,0.0001121909,0.0007754035,0.0000674461,0.0001059685,0.0004182449,0.001152886,0.03476073],"study_design_scores_gemma":[0.00002179596,0.00004861169,0.0007899714,0.982865,0.006673475,0.0001244986,0.0005631112,0.00004583059,0.00006469266,0.0002158356,0.008571955,0.00001519579],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002571632,0.9904652,0.0007480155,0.0008313785,0.0002880135,0.001983852,0.001753923,0.00002850032,0.001329512],"genre_scores_gemma":[0.01451708,0.9774191,0.002134717,0.0007598124,0.000109832,0.003827089,0.0009056659,0.0000169131,0.0003096907],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03507175,"threshold_uncertainty_score":0.1069369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1118396776458856,"score_gpt":0.4111949365409442,"score_spread":0.2993552588950587,"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."}}