{"id":"W4220867717","doi":"10.1007/s12553-022-00656-9","title":"User-centred development of an mHealth app for youth with type 1 diabetes: the challenge of operationalizing desired features and feasibility of offering financial incentives","year":2022,"lang":"en","type":"article","venue":"Health and Technology","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa; Sault Area Hospital; NOSM University; Izaak Walton Killam Health Centre; Dalhousie University","funders":"Northern Ontario Academic Medicine Association","keywords":"mHealth; Incentive; Operationalization; Usability; Mobile apps; Psychology; Internet privacy; Applied psychology; Computer science; Medicine; Nursing; World Wide Web; Psychological intervention","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001031804,0.0001259992,0.0004627294,0.0001778599,0.001436279,0.000001368449,0.0001638901,0.00012631,0.000009670388],"category_scores_gemma":[0.0001939523,0.00009601426,0.0000142943,0.0004087559,0.0002156708,0.00003944946,0.0001455155,0.0003814129,9.751116e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140798,"about_ca_system_score_gemma":0.00346307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001247787,"about_ca_topic_score_gemma":0.0005951339,"domain_scores_codex":[0.9979302,0.0002669134,0.0008321931,0.0003220293,0.0001629771,0.0004857301],"domain_scores_gemma":[0.9983298,0.0002505132,0.0006614422,0.0003148493,0.0002527565,0.0001906611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00411099,0.001855088,0.3524411,0.02774728,0.0001002548,5.439029e-7,0.08557194,0.00002555091,0.0009026963,0.2374769,0.000632013,0.2891357],"study_design_scores_gemma":[0.02781508,0.02585784,0.5628424,0.002817484,0.0002102867,0.0000188612,0.2562715,0.00126264,0.002896864,0.02558286,0.09299687,0.001427318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844294,0.006743535,0.0002152834,0.003813258,0.00008985844,0.004483538,0.0001518945,0.00004596753,0.00002733479],"genre_scores_gemma":[0.9906904,0.000635732,0.006036114,0.0004853498,0.00002242938,0.00200727,0.00009422561,0.00001513833,0.0000133097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2877083,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09127988290786039,"score_gpt":0.38494967891531,"score_spread":0.2936697960074496,"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."}}