{"id":"W2101287806","doi":"10.2196/mhealth.2567","title":"Ideas and Enhancements Related to Mobile Applications to Support Type 1 Diabetes","year":2013,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bournemouth University","keywords":"Sociotechnical system; Interview; Qualitative research; Mobile technology; mHealth; Knowledge management; Psychology; Medicine; Mobile device; Computer science; Internet privacy; Nursing; World Wide Web; Sociology; Psychological intervention","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":[0.01542921,0.0009865161,0.0002279455,0.00167598,0.001998822,0.007250206,0.001451436,0.003455707,0.002706282],"category_scores_gemma":[0.02293043,0.0003815906,0.000905343,0.00108504,0.005436611,0.008290034,0.002933857,0.00335996,0.0005210541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00256947,"about_ca_system_score_gemma":0.003893511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049196,"about_ca_topic_score_gemma":0.001246591,"domain_scores_codex":[0.9912957,0.006719324,0.000377429,0.0002609564,0.0009382798,0.0004082953],"domain_scores_gemma":[0.9824774,0.0135881,0.0007173592,0.0004125609,0.001834219,0.000970359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003038906,0.0004233588,0.00651661,0.006173819,0.00005189947,0.00512562,0.5003859,0.0007057187,0.006601954,0.09798187,0.03307873,0.3426506],"study_design_scores_gemma":[0.00008221671,0.0007509577,0.005642108,0.006522387,0.0001265305,0.004538148,0.3626706,0.001482317,0.002606104,0.04093378,0.5745282,0.0001166793],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2906078,0.05275111,0.09253781,0.3702614,0.01339742,0.00392912,0.0003282942,0.0006557496,0.1755314],"genre_scores_gemma":[0.7750062,0.05951499,0.1091515,0.02306543,0.003227113,0.002576857,0.000326161,0.0001654753,0.02696615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01542921,"threshold_uncertainty_score":0.08159846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04832065825793145,"score_gpt":0.4577640519815366,"score_spread":0.4094433937236051,"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."}}