{"id":"W2788615464","doi":"10.2196/diabetes.8160","title":"Mobile App for Simplifying Life With Diabetes: Technical Description and Usability Study of GlucoMan","year":2018,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Diabetes mellitus; Documentation; Mobile apps; Medicine; Computer science; Insulin; Intensive care medicine; Internet privacy; World Wide Web; Human–computer interaction; Endocrinology","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":[0.005825627,0.0009355217,0.000501756,0.000925294,0.0005105318,0.001134736,0.0007494507,0.0008085122,0.003108986],"category_scores_gemma":[0.009872311,0.0002876817,0.0007260903,0.0004049354,0.0004263761,0.001031026,0.001115426,0.0005911737,0.0008478497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004263361,"about_ca_system_score_gemma":0.0008629222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000922333,"about_ca_topic_score_gemma":0.001641996,"domain_scores_codex":[0.9971994,0.001422283,0.000380874,0.000223871,0.0005742131,0.0001993601],"domain_scores_gemma":[0.9934627,0.004535181,0.0002056148,0.0002744773,0.001307797,0.0002142877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00489608,0.01241306,0.06474207,0.02097653,0.0003266241,0.00840561,0.04382583,0.001977367,0.1190991,0.002146176,0.02547207,0.6957194],"study_design_scores_gemma":[0.002998791,0.07094827,0.4486316,0.0119578,0.0023414,0.02802245,0.05892399,0.03000504,0.1212894,0.00267644,0.2208479,0.001356913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327627,0.001914637,0.03824203,0.0008699552,0.0002146067,0.01438412,0.001370192,0.001394223,0.008847551],"genre_scores_gemma":[0.8061367,0.002493332,0.1568248,0.001338267,0.0001277621,0.02134491,0.002262838,0.0005317072,0.008939809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005825627,"threshold_uncertainty_score":0.03080922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05046788919680217,"score_gpt":0.4096574582024001,"score_spread":0.359189569005598,"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."}}