{"id":"W2341874093","doi":"10.17925/use.2013.09.02.114","title":"Advances in Insulin Injection Research Influences Patient Adherence","year":2013,"lang":"en","type":"article","venue":"US Endocrinology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"LMC Diabetes & Endocrinology (Canada)","funders":"","keywords":"Insulin; Medicine; Glycemic; Insulin delivery; Intensive care medicine; Internal medicine; Diabetes mellitus; Endocrinology; Type 1 diabetes","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001632487,0.00008700086,0.0001767913,0.0005855832,0.00006623138,0.00002298015,0.0001391594,0.00005612678,0.0008975987],"category_scores_gemma":[0.0002885344,0.00006850051,0.00002661531,0.000570502,0.000262306,0.0002387734,0.0001744715,0.0004639204,0.001643203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006998065,"about_ca_system_score_gemma":0.00004932092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006194892,"about_ca_topic_score_gemma":0.0001265566,"domain_scores_codex":[0.9983416,0.0001599949,0.0002222089,0.0002786029,0.0003405052,0.0006571134],"domain_scores_gemma":[0.9993513,0.0001334918,0.00003152154,0.0002181832,0.00018802,0.00007753903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006541365,0.0001884965,0.4251379,0.00007953514,0.00001127168,0.00006526185,0.0001607174,0.00004485881,0.0008951147,0.001032647,0.001445725,0.570873],"study_design_scores_gemma":[0.002251925,0.004652292,0.8131038,0.0001707868,0.000008745764,0.00002826406,0.001280489,0.0005791194,0.003130095,0.008984834,0.1655917,0.0002179716],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.928184,0.001889974,0.000003483134,0.0007628384,0.00016847,0.0006442938,4.215761e-7,0.00004100553,0.06830547],"genre_scores_gemma":[0.9962747,0.001203167,0.0001542172,0.0001705442,0.00005873857,0.0002817569,0.000004920108,0.00000825178,0.001843755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.570655,"threshold_uncertainty_score":0.9991341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04589401569428893,"score_gpt":0.3741354627276205,"score_spread":0.3282414470333316,"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."}}