{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002184137,0.0002930913,0.0003448356,0.0009758906,0.0008650351,0.001470348,0.0005432395,0.0007775135,0.0132648],"category_scores_gemma":[0.01577864,0.0001593873,0.0003633207,0.001183877,0.0004790679,0.001122394,0.001309334,0.0009631839,0.003026239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252528,"about_ca_system_score_gemma":0.001638123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767148,"about_ca_topic_score_gemma":0.001827264,"domain_scores_codex":[0.9939056,0.002682996,0.0008389601,0.0002938053,0.002042492,0.0002361202],"domain_scores_gemma":[0.9899401,0.003422938,0.003027745,0.000629308,0.002008685,0.0009712082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004689758,0.0003126641,0.0598125,0.001684344,0.00004946236,0.001479256,0.001874148,0.0002204715,0.002213835,0.001756605,0.05871997,0.8714078],"study_design_scores_gemma":[0.0001021239,0.001891033,0.2397378,0.008113527,0.0001623802,0.01724903,0.008257578,0.001244123,0.005904552,0.003590175,0.7135494,0.0001982726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6276088,0.06145517,0.02616134,0.0784969,0.00467978,0.00164792,0.003770377,0.002749143,0.1934306],"genre_scores_gemma":[0.8905307,0.02931544,0.02840547,0.01694316,0.001236045,0.000353304,0.001177993,0.0002192221,0.0318187],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0132648,"threshold_uncertainty_score":0.04437518,"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."}}