{"id":"W4400252181","doi":"10.2196/56917","title":"Exploring Opportunities and Challenges for the Spread, Scale-Up, and Sustainability of mHealth Apps for Self-Management of Patients With Type 2 Diabetes Mellitus in the Netherlands: Citizen Science Approach","year":2024,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Provincie Overijssel","keywords":"Sustainability; Scale (ratio); Type 2 Diabetes Mellitus; Mobile apps; Diabetes mellitus; Business; Knowledge management; Medicine; Computer science; Geography; World Wide Web; Ecology","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":[0.03166851,0.0003240782,0.0005651946,0.001572866,0.004256114,0.00988146,0.001618379,0.002457461,0.001211709],"category_scores_gemma":[0.03211065,0.000613177,0.0007285363,0.002022012,0.00612252,0.00942149,0.006962213,0.00271545,0.0001138448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01343272,"about_ca_system_score_gemma":0.02683159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04301995,"about_ca_topic_score_gemma":0.06185323,"domain_scores_codex":[0.9700097,0.02378757,0.000742834,0.001108267,0.00254669,0.001804927],"domain_scores_gemma":[0.9520167,0.0414108,0.002142173,0.0007574102,0.002567874,0.00110504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001046286,0.0005335198,0.06054385,0.002248114,0.0001119137,0.002026505,0.7495451,0.002012526,0.001489069,0.07197354,0.005103693,0.1043075],"study_design_scores_gemma":[0.00005626892,0.0001923514,0.01988948,0.001813764,0.00006376123,0.0003463712,0.8687587,0.006997474,0.0007757285,0.02904646,0.07198905,0.00007057354],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8654866,0.00529878,0.01925452,0.06078265,0.0002082423,0.001010935,0.0001727087,0.00002406899,0.0477614],"genre_scores_gemma":[0.9884527,0.00211789,0.006274774,0.001463343,0.00002216801,0.0004404831,0.00004288275,0.00001466867,0.00117118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04301995,"threshold_uncertainty_score":0.167481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277070696996225,"score_gpt":0.372794968114835,"score_spread":0.2450878984152125,"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."}}