{"id":"W4310778005","doi":"10.2196/42225","title":"The Persian Version of the Mobile Application Rating Scale (MARS-Fa): Translation and Validation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mazandaran University of Medical Sciences","keywords":"Cronbach's alpha; Construct validity; Psychology; eHealth; App store; Discriminant validity; Rating scale; Applied psychology; Computer science; Clinical psychology; Health care; World Wide Web; Psychometrics; Developmental psychology; Internal consistency","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005922392,0.00008716016,0.000136462,0.0001268952,0.01019401,0.00001429025,0.0003444585,0.00005756267,0.00009159177],"category_scores_gemma":[0.00005994059,0.00005734381,0.00003881401,0.0009261514,0.0001669396,0.0001634518,0.0003241063,0.001138798,0.00003061904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000316653,"about_ca_system_score_gemma":0.0003706363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003126036,"about_ca_topic_score_gemma":0.0001624899,"domain_scores_codex":[0.9948561,0.002945285,0.000591733,0.0002233759,0.0009108314,0.0004726285],"domain_scores_gemma":[0.9973122,0.001453131,0.0003161283,0.0004680608,0.000336581,0.0001138604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009142543,0.001486268,0.1370458,0.001562456,0.00004468385,2.30543e-7,0.2650976,0.0003690639,0.003099247,0.006540063,0.01998268,0.5638577],"study_design_scores_gemma":[0.003281293,0.001563121,0.1927688,0.00007892633,0.00002269168,0.000002484115,0.3945915,0.01776386,0.000328351,0.001546958,0.3878526,0.0001993688],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764588,0.0002866881,0.0002632373,0.003171424,0.0002458829,0.01614858,0.00006616992,0.00003370901,0.003325441],"genre_scores_gemma":[0.9597003,0.00009929638,0.00002659649,0.00006567834,0.00005150472,0.03969235,0.00003986186,0.00001270736,0.0003117329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5636583,"threshold_uncertainty_score":0.9910946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08630081352896798,"score_gpt":0.5081903437837487,"score_spread":0.4218895302547807,"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."}}