{"id":"W3161815981","doi":"10.2196/25151","title":"Comparing Two Commercially Available Diabetes Apps to Explore Challenges in User Engagement: Randomized Controlled Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Blinding; Diabetes mellitus; Type 2 diabetes; Medicine; Psychological intervention; Usability; Glycemic; Diabetes management; Nursing; Computer science; Internal medicine","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":[0.02799059,0.002638719,0.00433366,0.00178687,0.001592231,0.002196039,0.00194691,0.004962926,0.01106279],"category_scores_gemma":[0.03138316,0.001834719,0.003926016,0.001758845,0.003013466,0.003746705,0.002425537,0.00345004,0.001326422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002004111,"about_ca_system_score_gemma":0.00594925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001841324,"about_ca_topic_score_gemma":0.002566294,"domain_scores_codex":[0.9678434,0.02236199,0.002829805,0.002215284,0.002612018,0.002137615],"domain_scores_gemma":[0.9748844,0.01384158,0.004998717,0.001728151,0.002451168,0.002095893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8543793,0.1092743,0.002656079,0.003007406,0.001372661,0.00009645774,0.0007171224,0.0003716935,0.001088031,0.0003156478,0.0006387295,0.02608256],"study_design_scores_gemma":[0.6915823,0.3021636,0.003554885,0.0001822288,0.0006022294,0.00001712935,0.0002167935,0.00041839,0.0002811626,0.0002162461,0.0007284563,0.0000365995],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6642883,0.00176225,0.004317156,0.0006986659,0.001000509,0.3239587,0.00124368,0.000201393,0.002529293],"genre_scores_gemma":[0.5355013,0.0008297739,0.0129511,0.0008597391,0.000403811,0.4477631,0.0003600704,0.00003169062,0.001299404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02799059,"threshold_uncertainty_score":0.1480302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4665752599348526,"score_gpt":0.5632997714117601,"score_spread":0.09672451147690753,"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."}}