{"id":"W4280505914","doi":"10.2196/31736","title":"Physician-Authored Feedback in a Type 2 Diabetes Self-management App: Acceptability Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University","keywords":"Medicine; mHealth; Type 2 diabetes; Glycemic; Psychological intervention; Diabetes management; Fructosamine; Gerontology; Family medicine; Physical therapy; Diabetes mellitus; Nursing","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":[0.01936577,0.0005866538,0.001035662,0.0008245524,0.001333017,0.002514424,0.0006614822,0.001375087,0.00387425],"category_scores_gemma":[0.08764333,0.0005542334,0.001638321,0.0004985701,0.0006842013,0.001814975,0.00140244,0.001970671,0.0007063955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100219,"about_ca_system_score_gemma":0.001682026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002216483,"about_ca_topic_score_gemma":0.002559866,"domain_scores_codex":[0.9862591,0.007425592,0.001276153,0.0008793016,0.003429139,0.0007308102],"domain_scores_gemma":[0.9243599,0.05137682,0.00613475,0.002582628,0.01199413,0.003551881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02359082,0.132748,0.4578522,0.00464919,0.001240841,0.001862259,0.1672096,0.0006760104,0.006109182,0.0006016369,0.006935747,0.1965245],"study_design_scores_gemma":[0.008317032,0.1650758,0.7383565,0.001002425,0.001344162,0.00182539,0.05535785,0.006020218,0.004509225,0.0004328111,0.01729026,0.0004683311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968443,0.00006212621,0.0003188651,0.0001255989,0.00003088497,0.001290256,0.0001561653,0.00001693936,0.00115493],"genre_scores_gemma":[0.990789,0.0002188869,0.002373489,0.0006524038,0.0000887526,0.004378543,0.0002108864,0.0000324098,0.001255646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01936577,"threshold_uncertainty_score":0.1024172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0832293573210389,"score_gpt":0.5117060832425504,"score_spread":0.4284767259215115,"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."}}