{"id":"W3033253379","doi":"10.1007/s11606-020-05904-0","title":"Oral Anticoagulant Utilization in the United States and United Kingdom","year":2020,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sinai Health System; St. Michael's Hospital","funders":"","keywords":"Medicine; Environmental health; MEDLINE; Family medicine; Law","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":[0.0004725354,0.0002090806,0.0004664291,0.001909339,0.0003044963,0.001359429,0.0004419049,0.0007216698,0.002418109],"category_scores_gemma":[0.003422677,0.0002476162,0.0009513262,0.003881976,0.0003346408,0.0007349437,0.001064416,0.0005875251,0.0002746753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156602,"about_ca_system_score_gemma":0.0009489688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1140826,"about_ca_topic_score_gemma":0.1312871,"domain_scores_codex":[0.9989914,0.0002074098,0.0003287994,0.0001550816,0.0001347483,0.0001825756],"domain_scores_gemma":[0.9962363,0.0004730754,0.002239975,0.00007561882,0.0004299,0.0005451658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001057434,0.0000156839,0.9961973,0.00007144972,0.0001529755,0.0001656499,0.000186574,0.00008684048,0.00008932757,0.00007444413,0.0009162615,0.00193777],"study_design_scores_gemma":[0.000005167336,0.00002261035,0.9985352,0.00004799126,0.00003516115,0.0001893324,0.0005143697,0.00007802204,0.00002281141,0.00001306667,0.0005320119,0.000004455861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877549,0.003607173,0.0000468078,0.0006352352,0.00005064065,0.000009112036,0.005617533,0.000009016911,0.002269616],"genre_scores_gemma":[0.9967214,0.0009834878,0.00003113596,0.0002167454,0.00002031265,0.000007080951,0.00169698,0.000003213975,0.0003195926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1140826,"threshold_uncertainty_score":0.2268371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2259041558366051,"score_gpt":0.4023184109282701,"score_spread":0.1764142550916651,"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."}}