{"id":"W3017353875","doi":"10.1080/00325481.2020.1750181","title":"A survey of physician experience and treatment satisfaction using fast-acting insulin aspart in people with type 1 or type 2 diabetes","year":2020,"lang":"en","type":"article","venue":"Postgraduate Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk","keywords":"Insulin aspart; Medicine; Postprandial; Hypoglycemia; Type 1 diabetes; Patient satisfaction; Type 2 diabetes; Medical prescription; Dosing; Internal medicine; Diabetes mellitus; Insulin; Endocrinology; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000216347,0.0001522664,0.0004599413,0.0001267556,0.00003785545,0.000008941949,0.00004494699,0.00002950017,0.00004715356],"category_scores_gemma":[0.0003708476,0.00009081911,0.0000123832,0.001051282,0.0001081347,0.00008350462,0.00003939417,0.0001055342,0.000004039161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005732601,"about_ca_system_score_gemma":0.00007776038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001976411,"about_ca_topic_score_gemma":0.0008116314,"domain_scores_codex":[0.9988828,0.00007756152,0.0002330152,0.0002509506,0.0003073659,0.0002483557],"domain_scores_gemma":[0.9993711,0.0001077541,0.00009473352,0.0001343074,0.0001582851,0.0001338001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009716852,0.0000752248,0.9026734,0.0001653881,0.00008233957,0.00002033562,0.003915158,0.00001478974,0.02104697,0.000001853627,0.00004398491,0.07098886],"study_design_scores_gemma":[0.002602952,0.005061413,0.9791847,0.0004202828,0.00008266693,0.000001208673,0.001296857,0.00888084,0.002182393,0.000001874544,0.0001725618,0.0001121969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967741,0.00038927,0.00001225542,0.001996227,0.00006330996,0.0004241417,0.000002332812,0.00002139746,0.0003169001],"genre_scores_gemma":[0.9991064,0.000207353,0.0001542555,0.0002993777,0.00008124924,0.00000692244,0.00003230218,0.00002063422,0.00009147092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07651135,"threshold_uncertainty_score":0.3703496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1249560535949865,"score_gpt":0.3488697126998668,"score_spread":0.2239136591048803,"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."}}