{"id":"W2056117776","doi":"10.2147/ppa.s14217","title":"A discrete choice experiment evaluation of patients' preferences for different risk, benefit, and delivery attributes of insulin therapy for diabetes management","year":2010,"lang":"en","type":"article","venue":"Patient Preference and Adherence","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"Canadian Institutes of Health Research; University of British Columbia; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Michael Smith Health Research BC","keywords":"Medicine; Insulin; Psychosocial; Diabetes mellitus; Insulin delivery; Insulin pen; Logistic regression; Type 2 diabetes; Quality of life (healthcare); Type 1 diabetes; Adverse effect; Internal medicine; Intensive care medicine; Endocrinology; Psychiatry; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004168203,0.0001801197,0.0003448696,0.00008745187,0.00009178009,0.00002529205,0.0001279126,0.00007533214,0.00008069883],"category_scores_gemma":[0.00008532483,0.0001657378,0.00006616447,0.00004181639,0.0001035795,0.0002205094,0.00007709405,0.00006700167,0.000001584989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002637789,"about_ca_system_score_gemma":0.000007380553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006874796,"about_ca_topic_score_gemma":0.00003814869,"domain_scores_codex":[0.9986728,0.00002138868,0.0006114243,0.0004197659,0.00008589542,0.0001886588],"domain_scores_gemma":[0.9987936,0.0001811978,0.0006742658,0.0002064976,0.00008692229,0.00005749748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006406102,0.0002419528,0.9044615,0.000101202,0.0000737154,2.474084e-9,0.0005411259,0.00003520303,0.0003745957,0.002621442,0.00001246253,0.09147272],"study_design_scores_gemma":[0.002394906,0.001149365,0.9627472,0.00004740795,0.00004657324,1.722023e-8,0.0001510956,0.004653358,0.00919955,0.0191901,0.0002059008,0.0002145192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951176,0.001548268,0.0003798935,0.0000130661,0.0001552522,0.001726328,0.0008994528,0.000006608084,0.0001535198],"genre_scores_gemma":[0.9962106,0.001537126,0.001140897,0.00001653939,0.00001591264,0.0009002825,0.0001526579,0.0000114878,0.00001454166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09125821,"threshold_uncertainty_score":0.6758593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113020844335534,"score_gpt":0.2478653361427461,"score_spread":0.1348444918072121,"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."}}