{"id":"W3164998934","doi":"10.2196/30435","title":"Public Perceptions of Diabetes, Healthy Living, and Conversational Agents in Singapore: Needs Assessment","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Nanyang Technological University; National Research Foundation","keywords":"Psychological intervention; Thematic analysis; mHealth; Medicine; Population; Qualitative research; Public health; Gerontology; Perception; Psychology; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006832949,0.0003769324,0.0005362291,0.001709524,0.002816462,0.002138346,0.000705686,0.0009647512,0.003009948],"category_scores_gemma":[0.008286581,0.0004861616,0.000748074,0.00175694,0.001215232,0.002682048,0.004414575,0.001654406,0.0003080316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005014593,"about_ca_system_score_gemma":0.008753216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02162702,"about_ca_topic_score_gemma":0.02991022,"domain_scores_codex":[0.9972052,0.001321969,0.0003372353,0.0001314607,0.0003823786,0.0006216184],"domain_scores_gemma":[0.9936646,0.001981509,0.001121007,0.00015821,0.001155989,0.001918592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001205644,0.0009042098,0.1957169,0.001791115,0.00004875137,0.001408097,0.7533657,0.00007688554,0.0007586145,0.0005112758,0.001914245,0.04338374],"study_design_scores_gemma":[0.00001796492,0.0005699066,0.1542122,0.0005809412,0.00003284993,0.0003868921,0.8373708,0.0002177362,0.0001845603,0.0001618228,0.006221191,0.00004307024],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956327,0.0004292709,0.00008595963,0.001778106,0.00001725769,0.0002311028,0.0001520349,0.000008124592,0.001665398],"genre_scores_gemma":[0.9961778,0.001312357,0.0005338794,0.0004251557,0.00001426033,0.0007369631,0.0001911796,0.000004652107,0.0006037543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02162702,"threshold_uncertainty_score":0.04300225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2009945250368946,"score_gpt":0.5408588235804749,"score_spread":0.3398642985435804,"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."}}