{"id":"W4225874034","doi":"10.2196/37882","title":"Evaluating the Implementation of the GREAT4Diabetes WhatsApp Chatbot to Educate People With Type 2 Diabetes During the COVID-19 Pandemic: Convergent Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Universiteit Stellenbosch","keywords":"Chatbot; Medicine; Pandemic; Internet privacy; Telemedicine; Health care; Business; Nursing; Coronavirus disease 2019 (COVID-19); Computer science; World Wide Web; Political science; Infectious disease (medical specialty); Disease; Pathology","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":[0.05224609,0.0007268154,0.00114382,0.001394911,0.003120694,0.003019282,0.001903604,0.001288474,0.002546599],"category_scores_gemma":[0.06857709,0.0008489419,0.001217603,0.001153194,0.001929711,0.002789783,0.00389296,0.00211809,0.0004426474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00561949,"about_ca_system_score_gemma":0.01153116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005768855,"about_ca_topic_score_gemma":0.01133226,"domain_scores_codex":[0.9787863,0.01534491,0.001514063,0.0009211451,0.001926114,0.001507463],"domain_scores_gemma":[0.939797,0.03752102,0.0055891,0.002568282,0.01107067,0.003453989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004019225,0.02752,0.172641,0.008537098,0.0005383867,0.001091378,0.549167,0.001669369,0.004207077,0.00265503,0.003197704,0.2247567],"study_design_scores_gemma":[0.002393172,0.04057705,0.3080632,0.006269126,0.001003818,0.0003202018,0.6019717,0.009229684,0.007159144,0.002292581,0.02028029,0.0004401041],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904506,0.000121873,0.001344228,0.0003438462,0.00003677715,0.005892695,0.0001917102,0.00002085526,0.001597522],"genre_scores_gemma":[0.9570042,0.0004214602,0.01576355,0.0007779976,0.00003971321,0.02447142,0.0003122956,0.00003088055,0.001178508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05224609,"threshold_uncertainty_score":0.276307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149844010180448,"score_gpt":0.5388797006575031,"score_spread":0.4238952996394583,"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."}}