{"id":"W2120371244","doi":"10.1503/cmaj.090841","title":"Pharmacoepidemiology of insulin initiation in diabetes care","year":2009,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Diabetes Management and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glycemic; Insulin; Medicine; Diabetes mellitus; Pharmacoepidemiology; Intensive care medicine; Health care; Bioinformatics; Endocrinology; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002189905,0.0004984691,0.001006367,0.0009799704,0.001621351,0.001500059,0.0008969034,0.01540683,0.007919083],"category_scores_gemma":[0.01962506,0.000331254,0.0006826076,0.001153055,0.001468277,0.001657491,0.0005440873,0.01388058,0.003398715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004418339,"about_ca_system_score_gemma":0.003377962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0110467,"about_ca_topic_score_gemma":0.02170444,"domain_scores_codex":[0.9975018,0.001208103,0.0002613772,0.0001867759,0.0006256136,0.0002163756],"domain_scores_gemma":[0.9902343,0.006668481,0.0007614842,0.0001611745,0.00127776,0.0008968811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002077504,0.00007291278,0.002796446,0.0001591429,0.00002189205,0.001920312,0.00005356547,0.000101173,0.0001113005,0.003341686,0.9502839,0.0409297],"study_design_scores_gemma":[0.001441037,0.0005208783,0.02892089,0.003597747,0.00017215,0.01227606,0.0004741367,0.001852043,0.0005090359,0.02294599,0.9271544,0.0001357162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00063901,0.01242199,0.00009619041,0.9648829,0.01155078,0.00001805755,0.00008759188,0.00001503384,0.0102884],"genre_scores_gemma":[0.02499057,0.02471271,0.0004313031,0.7936106,0.1475941,0.0001140082,0.0001263802,0.0000213642,0.008398957],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01540683,"threshold_uncertainty_score":0.03205746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182515906521707,"score_gpt":0.3067353549405963,"score_spread":0.2884837642884256,"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."}}