{"id":"W4283016479","doi":"10.1002/rth2.12746","title":"Coagulation test understanding and ordering by medical trainees: Novel teaching approach","year":2022,"lang":"en","type":"article","venue":"Research and Practice in Thrombosis and Haemostasis","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; University Health Network; Sunnybrook Health Science Centre; St. Michael's Hospital; McMaster University","funders":"","keywords":"Partial thromboplastin time; Medicine; Prothrombin time; Test (biology); Coagulation testing; Coagulation; Medical physics; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01240145,0.0001333749,0.0003657612,0.000172902,0.0008683625,0.0001896514,0.00007289791,0.0001115259,0.0001424595],"category_scores_gemma":[0.01814762,0.0001221362,0.00002355192,0.0003744582,0.0002657346,0.000510926,0.0002576043,0.001702596,5.018574e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345836,"about_ca_system_score_gemma":0.0001664814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006538182,"about_ca_topic_score_gemma":0.00004966013,"domain_scores_codex":[0.9968953,0.0008733445,0.0003935978,0.0004567025,0.001004667,0.0003764608],"domain_scores_gemma":[0.9827696,0.01648153,0.000117956,0.0001729688,0.00008693072,0.0003710343],"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":[0.01407873,0.02831534,0.1944154,0.003684948,0.002166242,0.000419653,0.05770231,0.00004942816,0.03750755,0.1641852,0.0290812,0.468394],"study_design_scores_gemma":[0.03042086,0.008800906,0.0271356,0.0006939438,0.0006641629,0.001578363,0.4034369,0.06422428,0.0001012617,0.003903985,0.4576777,0.001362041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7920701,0.007356046,0.003463506,0.180656,0.00008343564,0.001534379,0.0002002672,0.00006718297,0.01456915],"genre_scores_gemma":[0.9919751,0.004931549,0.001601632,0.001280273,0.00006810444,0.00004800364,0.0000371807,0.00002029245,0.00003787503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4670319,"threshold_uncertainty_score":0.9901229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4314878849294215,"score_gpt":0.5146841784741142,"score_spread":0.08319629354469271,"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."}}