{"id":"W3198301238","doi":"10.1136/bmjopen-2021-049782","title":"COVID-19 hinterland: surveilling the self-reported impacts of the pandemic on diabetes management in the USA (cross-sectional results of the iNPHORM study)","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Diabetes Management and Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Sanofi","keywords":"Medicine; Pandemic; Cross-sectional study; Psychosocial; Socioeconomic status; Type 2 diabetes; Pharmacy; Diabetes mellitus; Type 1 diabetes; Diabetes management; Hypoglycemia; Family medicine; Coronavirus disease 2019 (COVID-19); Gerontology; Environmental health; Disease; Internal medicine; Population; Psychiatry; Pathology; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002261193,0.0003221526,0.0002261211,0.0005278317,0.0004045916,0.0006384267,0.0004985468,0.0005527573,0.001241125],"category_scores_gemma":[0.003218605,0.0003808824,0.0004815618,0.0008042104,0.0001860747,0.0006887583,0.001139008,0.001073277,0.000344151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005036741,"about_ca_system_score_gemma":0.0007551563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0381179,"about_ca_topic_score_gemma":0.05143892,"domain_scores_codex":[0.9993924,0.0002857331,0.00005315082,0.00008442543,0.00008757457,0.00009677817],"domain_scores_gemma":[0.9977244,0.0003119249,0.0008746143,0.0002447101,0.0003398623,0.000504563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002142423,0.0002030215,0.9960556,0.00002183243,0.00005215735,0.00005622445,0.0002554733,0.00002879719,0.0001343125,0.00001337574,0.00106607,0.001898805],"study_design_scores_gemma":[0.00002333457,0.0002012815,0.9986112,0.00001202658,0.00002309593,0.00005842404,0.000443421,0.0000730194,0.00003756688,0.000006636181,0.0005055948,0.000004315409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920432,0.000121107,0.0001651538,0.0002131763,0.00001964188,0.0001929594,0.006279886,0.000008036181,0.0009568454],"genre_scores_gemma":[0.9892941,0.0002208858,0.0005784525,0.0005487553,0.00003816319,0.0003514862,0.008067376,0.000007915917,0.0008928491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0381179,"threshold_uncertainty_score":0.07579207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461568664067316,"score_gpt":0.456019033453523,"score_spread":0.3098621670467914,"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."}}