{"id":"W4400582979","doi":"10.21203/rs.3.rs-4650298/v1","title":"Overused and Unpredictable: A Study of Unfractionated Heparin Treatment Including Appropriateness, Safety, and Bolus Dosing","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"","keywords":"Dosing; Bolus (digestion); Heparin; Medicine; Intensive care medicine; Pharmacology; Anesthesia; Internal medicine","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":[0.004871089,0.0003858467,0.0007407035,0.0005985364,0.000674417,0.001367004,0.0007365412,0.001038186,0.003398629],"category_scores_gemma":[0.02737596,0.0003481431,0.001154927,0.000967969,0.0009917936,0.001792704,0.0008408509,0.001469572,0.0003063467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006784562,"about_ca_system_score_gemma":0.0009882055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002188019,"about_ca_topic_score_gemma":0.001974469,"domain_scores_codex":[0.9947842,0.003476002,0.0003966985,0.0004282795,0.0006320287,0.0002828535],"domain_scores_gemma":[0.9763456,0.01502663,0.005008315,0.001334426,0.0006207808,0.001664136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03955373,0.004608201,0.9406341,0.00009503758,0.001251058,0.0002378351,0.001032852,0.0002082736,0.0004060972,0.0005891001,0.0002646439,0.01111911],"study_design_scores_gemma":[0.001305213,0.01624713,0.9765797,0.00004296681,0.0006852975,0.0004784013,0.001302959,0.001711954,0.0001651542,0.0005511204,0.0008858378,0.00004422406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988561,0.0003434853,0.0001087105,0.00005206,0.00001275642,0.00002359278,0.00006291311,0.00000147165,0.000539082],"genre_scores_gemma":[0.9992265,0.0001328605,0.0001509329,0.00007295055,0.00003609527,0.00001619438,0.00009725966,0.000004031458,0.0002631069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004871089,"threshold_uncertainty_score":0.02576107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09870527859715598,"score_gpt":0.4218175073007182,"score_spread":0.3231122287035622,"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."}}