{"id":"W4413347119","doi":"10.2196/65359","title":"Insulin Injection Technique Education and Associated Knowledge Factors Among Physicians: Cross-Sectional Survey Study","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Insulin; Cross-sectional study; Medicine; Medical education; Psychology; Computer science; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008035513,0.0001537049,0.0002410275,0.0004467492,0.0001840602,0.0001259941,0.00008916678,0.0001270748,0.00003109713],"category_scores_gemma":[0.0004335755,0.0001364384,0.00005549146,0.00088092,0.0001203555,0.0001801613,0.000106835,0.0002684715,0.00001011779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580326,"about_ca_system_score_gemma":0.0001223915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006510699,"about_ca_topic_score_gemma":0.0001289253,"domain_scores_codex":[0.9987544,0.0002051756,0.0002351121,0.0003347765,0.000210169,0.0002603692],"domain_scores_gemma":[0.999145,0.0002137161,0.00007884714,0.000187542,0.0003196138,0.00005526182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000017131,0.002426313,0.9870089,0.0001170017,0.0001855646,1.735588e-7,0.000167632,8.932709e-7,0.000568586,0.00001699258,0.001289839,0.008200942],"study_design_scores_gemma":[0.0006732121,0.0003682637,0.9971461,0.0001433325,0.0000280895,1.546125e-8,0.0002135859,0.0001038309,0.000829236,0.0001572521,0.000221887,0.0001151792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931035,0.0002278435,0.000007376323,0.00002079287,0.0003449932,0.001867767,0.00001044595,0.0001308869,0.004286415],"genre_scores_gemma":[0.986828,0.000005111713,0.000008065054,0.00004067051,0.00007557371,0.0005590823,0.0001953442,0.00001719763,0.01227091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01013718,"threshold_uncertainty_score":0.5563795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02393549139206293,"score_gpt":0.3683255139888799,"score_spread":0.344390022596817,"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."}}