{"id":"W4212982905","doi":"10.2337/cd21-0060","title":"Variation in Patient-Described Barriers to and Facilitators of Diabetes Management by Individual-Level Characteristics: A Cross-Sectional, Open-Ended Survey","year":2022,"lang":"en","type":"article","venue":"Clinical Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Alberta; Coquitlam College; University of Calgary","funders":"","keywords":"Facilitator; Medicine; Cross-sectional study; Diabetes management; Context (archaeology); Telephone survey; Diabetes mellitus; Family medicine; Variation (astronomy); Type 2 diabetes; Nursing; Psychology; Social psychology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004382414,0.000139152,0.0003350581,0.0008639659,0.0005638605,0.0006646313,0.0002558961,0.0003529802,0.0008779537],"category_scores_gemma":[0.01282303,0.0001894631,0.0002756812,0.001073463,0.0004357674,0.0005738955,0.0008214168,0.0004688267,0.0001046124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209848,"about_ca_system_score_gemma":0.001677029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02245099,"about_ca_topic_score_gemma":0.03577438,"domain_scores_codex":[0.9975163,0.001083927,0.0003781743,0.0001906784,0.000520578,0.0003103348],"domain_scores_gemma":[0.9902067,0.005122968,0.002324919,0.0002262938,0.001440682,0.0006784092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008056378,0.00007709504,0.9850767,0.00006036475,0.00003259814,0.00005083939,0.009401639,0.00006699142,0.0002460664,0.00003050612,0.0001543884,0.004722247],"study_design_scores_gemma":[0.000009253627,0.0002067307,0.9809026,0.00003721456,0.00001733712,0.0001580492,0.01763415,0.000237927,0.0001441269,0.00002428677,0.0006132108,0.00001517747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993099,0.00004841659,0.0001130774,0.00005938181,0.000001337006,0.0000321652,0.0001849508,0.000002316634,0.0002485313],"genre_scores_gemma":[0.9993197,0.00005882141,0.0002648257,0.00005370511,0.00000159678,0.0000461046,0.0001734519,0.000001498444,0.00008046001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02245099,"threshold_uncertainty_score":0.0446406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08137228958267857,"score_gpt":0.3559402451957231,"score_spread":0.2745679556130446,"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."}}