{"id":"W4312851651","doi":"10.2196/38592","title":"App Design Features Important for Diabetes Self-management as Determined by the Self-Determination Theory on Motivation: Content Analysis of Survey Responses From Adults Requiring Insulin Therapy","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Lilly Endowment; Sigma Theta Tau International; U.S. National Library of Medicine; Eli Lilly and Company; Indiana Clinical and Translational Sciences Institute; National Center for Advancing Translational Sciences; Robert Wood Johnson Foundation","keywords":"Competence (human resources); Self-determination theory; Diabetes management; Autonomy; Interactivity; Applied psychology; Psychology; Self-management; Computer science; Medicine; Type 2 diabetes; Diabetes mellitus; Multimedia; Social psychology; Artificial intelligence","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":[0.005240122,0.0003150815,0.0006272136,0.0004463618,0.001785641,0.00002156156,0.0005322787,0.0001502981,0.0001668655],"category_scores_gemma":[0.0006637176,0.0002407058,0.0001978143,0.00111444,0.0000595557,0.00009817204,0.0001349052,0.0004524641,0.000006644885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003204226,"about_ca_system_score_gemma":0.0002882165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000133227,"about_ca_topic_score_gemma":0.00005177117,"domain_scores_codex":[0.9932328,0.003524895,0.001304313,0.0006446508,0.0005443144,0.0007489844],"domain_scores_gemma":[0.9825643,0.01485301,0.001224376,0.0008441376,0.0003280039,0.0001861931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008338501,0.003000757,0.8237746,0.001444577,0.003257022,0.000002179296,0.01243459,0.0002550631,0.003286588,0.004483145,0.03416589,0.1055571],"study_design_scores_gemma":[0.003823736,0.001271622,0.9674976,0.0001294129,0.0004405164,6.215194e-8,0.001814562,0.00468547,0.001883398,0.002020937,0.0160578,0.0003748225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983677,0.001451314,0.0001728867,0.001058008,0.0002532001,0.0115877,0.001428415,0.0002489207,0.0001225541],"genre_scores_gemma":[0.9302081,0.0003294251,0.0008271482,0.003935303,0.00009014865,0.06300326,0.001223929,0.00005572503,0.0003269994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.143723,"threshold_uncertainty_score":0.9995139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07143954329337059,"score_gpt":0.3769771009518242,"score_spread":0.3055375576584536,"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."}}