{"id":"W2027256506","doi":"10.1016/j.jval.2012.08.1711","title":"PDB68 Physician Beliefs About Insulin Pens Versus Vials, Therapy Choice Factors, and Patient Characteristics Among Elderly Type 2 Diabetes Patients","year":2012,"lang":"en","type":"article","venue":"Value in Health","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Group for Research in Decision Analysis","funders":"","keywords":"Vial; Medicine; Diabetes mellitus; Type 2 diabetes; Basal (medicine); Insulin; Internal medicine; Family medicine; Emergency medicine; 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":[0.0007505446,0.0001449076,0.0003324439,0.0004666715,0.0004680911,0.0007115595,0.0001196282,0.000483522,0.003776416],"category_scores_gemma":[0.005770165,0.0001811136,0.0004832517,0.0006135271,0.0001968039,0.0004245589,0.0002185763,0.0005868059,0.0002093702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000334047,"about_ca_system_score_gemma":0.000329625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004186412,"about_ca_topic_score_gemma":0.006387349,"domain_scores_codex":[0.9995277,0.0001743932,0.00007113477,0.00004154097,0.0001082516,0.00007699319],"domain_scores_gemma":[0.9961104,0.001571223,0.001566888,0.00007795976,0.0001934466,0.0004802105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002481475,0.0001713893,0.9976481,0.000009834427,0.00005497389,0.00005313805,0.0001515269,0.00002826181,0.00007887875,0.00001381283,0.0000950575,0.001446908],"study_design_scores_gemma":[0.000039456,0.0003222823,0.9982204,0.00001637129,0.00005871637,0.0002198281,0.000642371,0.0002244732,0.00004319703,0.00003443206,0.0001729956,0.000005520563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991698,0.0001338872,0.0000133371,0.0001023733,0.000004113091,0.00000336615,0.00006960934,5.754072e-7,0.0005028346],"genre_scores_gemma":[0.9996137,0.00006691697,0.00002890959,0.00009412789,0.00001071733,0.000002747576,0.00004422343,5.516048e-7,0.0001381245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004186412,"threshold_uncertainty_score":0.01263332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0624983580471539,"score_gpt":0.3137289067175666,"score_spread":0.2512305486704127,"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."}}