{"id":"W7055350780","doi":"","title":"Cost-Related Suboptimal Insulin Use","year":2022,"lang":"en","type":"article","venue":"Digital Commons - East Tennessee State University (East Tennessee State University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insulin; Quarter (Canadian coin); Diabetes mellitus; Type 2 diabetes; Primary care; Pandemic; New england","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0001600914,0.0007207193,0.0006175282,0.001281322,0.001479648,0.0003535543,0.001504481,0.0001330932,0.0003561069],"category_scores_gemma":[0.00002243351,0.0009633944,0.0003623656,0.003486132,0.0004258868,0.002967038,0.001116066,0.001031709,0.0002531692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069043,"about_ca_system_score_gemma":0.0002238455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002734165,"about_ca_topic_score_gemma":0.0003173749,"domain_scores_codex":[0.9968057,0.000186335,0.0004319267,0.0008695244,0.0005610173,0.001145549],"domain_scores_gemma":[0.9977086,0.0001797827,0.0002063892,0.0009066485,0.0003287207,0.0006699089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004656858,0.006008241,0.02919851,0.0006934407,0.004725706,0.01986442,0.02232357,0.7635868,0.006246926,0.05115066,0.05599983,0.035545],"study_design_scores_gemma":[0.008707636,0.0004454795,0.00847757,0.0001058528,0.0004225646,0.0003661095,0.04194837,0.05380976,0.0002745419,0.0008777065,0.880574,0.003990444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9351331,0.00006093577,0.01436488,0.0006258073,0.0005222518,0.001398103,0.01483072,0.002648606,0.0304156],"genre_scores_gemma":[0.9794317,0.00008549985,0.0001529247,0.00003223403,0.00001878972,0.000004231575,0.001447208,0.0001335213,0.01869383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8245741,"threshold_uncertainty_score":0.9998203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188430426829609,"score_gpt":0.1719324976360882,"score_spread":0.1530894549531273,"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."}}