{"id":"W7116978599","doi":"10.3138/cjgim.2025.0031","title":"Anticoagulant stewardship: A modern review of unfractionated heparin treatment","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Heparin-Induced Thrombocytopenia and Thrombosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; Saskatchewan Cancer Agency; University of Saskatchewan","funders":"","keywords":"Contraindication; Dosing; Bolus (digestion); Heparin; Anticoagulant; Intravenous bolus; Major bleeding","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005874663,0.001024381,0.001972679,0.007549867,0.0005440934,0.002310416,0.001502553,0.002032246,0.003750563],"category_scores_gemma":[0.01678757,0.0005952632,0.001263427,0.01115042,0.001279184,0.003443825,0.001048904,0.002995629,0.0008315908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003078444,"about_ca_system_score_gemma":0.005139767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004818932,"about_ca_topic_score_gemma":0.009433946,"domain_scores_codex":[0.9965958,0.000882338,0.0009296564,0.0003269114,0.00112748,0.0001378793],"domain_scores_gemma":[0.9750907,0.01340471,0.003709719,0.0003546663,0.006578197,0.0008619365],"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":[0.00008021651,0.00005368217,0.001616629,0.01686219,0.0002073228,0.00009057263,0.0001221691,0.0002855541,0.0001482515,0.002240913,0.06122066,0.9170718],"study_design_scores_gemma":[0.00007082764,0.0003458093,0.01647501,0.124232,0.0009482429,0.001981776,0.0004309854,0.0007875887,0.0002548158,0.003996979,0.85039,0.00008599077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001305065,0.9963772,0.0001003889,0.002627745,0.0004585481,0.000004608734,0.00001394685,0.000004878296,0.000282284],"genre_scores_gemma":[0.001328741,0.9962937,0.0002203143,0.001033042,0.0009883513,0.000007160784,0.00002884629,0.000002677714,0.00009713997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007549867,"threshold_uncertainty_score":0.03106856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04002356078127634,"score_gpt":0.3438589179661703,"score_spread":0.303835357184894,"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."}}