{"id":"W4281390174","doi":"10.2196/31832","title":"Evaluation of Self-care Activities and Quality of Life in Patients With Type 2 Diabetes Treated With Metformin Using the 2D Matrix Code of Outer Drug Packages as Patient Identifier: the DePRO Proof-of-Concept Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bayer Vital; Bayer","keywords":"Medicine; Usability; Medical prescription; Pharmacist; Quality of life (healthcare); Type 2 Diabetes Mellitus; Metformin; Diabetes mellitus; Family medicine; Pharmacy; Computer science; 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":[0.003268754,0.0005827792,0.000916016,0.0005711644,0.0008482654,0.0008706187,0.0005308623,0.0007404947,0.002396307],"category_scores_gemma":[0.004673306,0.0004689517,0.00156863,0.0004815111,0.0005753806,0.0007592005,0.001135936,0.001346759,0.000561854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007620593,"about_ca_system_score_gemma":0.001411184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001942351,"about_ca_topic_score_gemma":0.002740866,"domain_scores_codex":[0.9983881,0.0008196314,0.0001690139,0.0002269657,0.0002209505,0.0001754225],"domain_scores_gemma":[0.9949549,0.001051733,0.001873418,0.0004247093,0.0007485668,0.0009467397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03324031,0.04918716,0.8747143,0.00133051,0.00164019,0.0003267441,0.002203802,0.0005045984,0.002259621,0.0002278613,0.002718221,0.03164669],"study_design_scores_gemma":[0.007168032,0.08561502,0.8956098,0.0002640615,0.0009235913,0.0005134906,0.002271896,0.00143194,0.001280342,0.0001589215,0.004625039,0.0001379221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970365,0.0002320355,0.0002695201,0.00006048034,0.00001435559,0.001057437,0.0008468437,0.000004972926,0.0004777891],"genre_scores_gemma":[0.9922706,0.0002840492,0.002239715,0.0002588039,0.00005586569,0.002996108,0.001398747,0.000006631055,0.0004896034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003268754,"threshold_uncertainty_score":0.01728702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001221864167449,"score_gpt":0.4249389473651644,"score_spread":0.3248167609484194,"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."}}