{"id":"W2003052757","doi":"10.1002/pdi.1662","title":"Insulin: a commonly used high‐risk medicine","year":2012,"lang":"en","type":"article","venue":"Practical Diabetes","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital","funders":"","keywords":"Medicine; Audit; Insulin; Diabetes mellitus; Clinical governance; Type 2 diabetes; Patient safety; Diabetes management; Adverse effect; Intensive care medicine; Health care; Internal medicine; Endocrinology; Business; Accounting","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002862045,0.0002248197,0.000534789,0.0001090158,0.000115882,0.00002307974,0.00008552218,0.0001583275,0.00273216],"category_scores_gemma":[0.08145341,0.0001718864,0.0001015811,0.0003311071,0.0002189496,0.0008414653,0.0001048004,0.0008060194,0.0009567103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008587832,"about_ca_system_score_gemma":0.0001399493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000243114,"about_ca_topic_score_gemma":0.00001423719,"domain_scores_codex":[0.9969827,0.0004157219,0.001033557,0.000287332,0.0006490229,0.0006316571],"domain_scores_gemma":[0.988313,0.009686352,0.0004451908,0.0005030364,0.0002275847,0.0008248274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002715951,0.001181352,0.8989259,0.00007634021,0.0002615675,0.00001256331,0.0002922563,6.566877e-7,0.003098886,0.003667123,0.0536034,0.03860838],"study_design_scores_gemma":[0.007636593,0.001592911,0.7561077,0.0001338925,0.002155974,0.00005210391,0.0007794261,0.0008153234,0.002958167,0.0033189,0.2240091,0.0004398981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865001,0.000511393,0.0008778982,0.1084484,0.0007399606,0.0005242846,0.00001829236,0.0001731239,0.00220656],"genre_scores_gemma":[0.9734071,0.0002118335,0.01241697,0.01181337,0.001842514,0.00003932102,0.0001338609,0.00004480225,0.00009019799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1704057,"threshold_uncertainty_score":0.9998212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.238739564169035,"score_gpt":0.4895371060454368,"score_spread":0.2507975418764018,"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."}}