{"id":"W4300861423","doi":"10.2196/preprints.42110","title":"Perception of People With Diabetes Regarding Blood Glucose Meters That Support Achievement of Self-Management Goals: Online evaluation in United States, Canada, France, and Germany. (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glucose meter; Metre; Diabetes mellitus; Diabetes management; Medicine; Psychology; Type 2 diabetes; Medical education; Gerontology; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008978328,0.0003137714,0.0005502014,0.0006560336,0.001057173,0.001808875,0.0005045483,0.0006316458,0.004535726],"category_scores_gemma":[0.02397263,0.000259855,0.0008767663,0.0008666468,0.0006428006,0.001162654,0.001167494,0.0007836766,0.0004147727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004386408,"about_ca_system_score_gemma":0.005714866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3813426,"about_ca_topic_score_gemma":0.4423567,"domain_scores_codex":[0.9972054,0.001177799,0.0002121473,0.0001670059,0.0008046282,0.0004329151],"domain_scores_gemma":[0.9825196,0.007529255,0.001640399,0.0002926963,0.004745199,0.003272918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006385751,0.007367854,0.8202385,0.0009295082,0.0004308995,0.0002379385,0.02093129,0.0005755488,0.0006678575,0.0002336365,0.01381436,0.1281869],"study_design_scores_gemma":[0.0004873811,0.004522764,0.9570032,0.0004191726,0.0002649708,0.00007245931,0.02857202,0.001279835,0.0005683588,0.00006271547,0.006659886,0.00008720587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952773,0.0002082724,0.0000967473,0.0003016506,0.00002138863,0.000299814,0.0008157474,0.00002553919,0.002953603],"genre_scores_gemma":[0.9954834,0.000422216,0.0007870949,0.0003506877,0.00001328556,0.0002964282,0.0009906589,0.00001153583,0.001644715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6186574,"threshold_uncertainty_score":0.7582458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571039551190362,"score_gpt":0.2749458090946468,"score_spread":0.2592354135827432,"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."}}