{"id":"W4286319417","doi":"10.2196/38737","title":"A “No-Code” App Design Platform for Mobile Health Research: Development and Usability Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"mHealth; Usability; Computer science; Agile software development; Scrum; Android (operating system); Software; World Wide Web; Software development; Human–computer interaction; Software engineering; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.05996063,0.0002387009,0.0005630293,0.0008129634,0.01957532,0.00003924156,0.0006700526,0.0001333015,0.0005665354],"category_scores_gemma":[0.0008112506,0.0002161297,0.00005152814,0.001637639,0.0003280162,0.0002951274,0.001399788,0.003839072,0.0004288023],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003356371,"about_ca_system_score_gemma":0.008296686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004848269,"about_ca_topic_score_gemma":0.0003622412,"domain_scores_codex":[0.984897,0.007364301,0.001625749,0.0008375059,0.002232066,0.00304335],"domain_scores_gemma":[0.9877317,0.008233257,0.0003222881,0.0008390938,0.001697763,0.001175915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003082689,0.005669994,0.008000989,0.00611662,0.00007716948,0.000003472894,0.2507799,0.00005220429,0.00002325707,0.01253059,0.3651394,0.3485236],"study_design_scores_gemma":[0.002540379,0.007066019,0.008561135,0.00006757834,0.000001696177,0.00000213073,0.101764,0.001097816,0.00001043022,0.002585614,0.8761237,0.0001794886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7603462,0.001407644,0.006100714,0.00416115,0.0008254921,0.2185462,0.0007215823,0.0004635902,0.007427395],"genre_scores_gemma":[0.5047828,0.0001084792,0.002301933,0.0004340764,0.0001322557,0.4898305,0.00009037588,0.00004487776,0.002274707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5109843,"threshold_uncertainty_score":0.9984591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4519060135359209,"score_gpt":0.5994010578504868,"score_spread":0.1474950443145659,"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."}}