{"id":"W2591082578","doi":"10.1097/pts.0000000000000363","title":"Essential and Nonessential Blood Testing in the Clinical Teaching Unit","year":2017,"lang":"en","type":"article","venue":"Journal of Patient Safety","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Unit (ring theory); Medicine; Computer science; Medical education; Psychology; Mathematics education","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":[0.01060028,0.0002715398,0.0003592045,0.001105243,0.0005908259,0.001494333,0.0007832779,0.0005443289,0.001256419],"category_scores_gemma":[0.06536098,0.0002704516,0.0002118134,0.001128093,0.001103292,0.0008363007,0.001750289,0.0007559771,0.0002362282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00299689,"about_ca_system_score_gemma":0.005419189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01424976,"about_ca_topic_score_gemma":0.017042,"domain_scores_codex":[0.9812232,0.006540605,0.002880458,0.0009081872,0.007048134,0.0013995],"domain_scores_gemma":[0.9037226,0.02943439,0.03874443,0.001929048,0.01708603,0.009083547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002560797,0.00007994594,0.9877959,0.0001095294,0.00002325574,0.0001431906,0.001114256,0.0001073591,0.0002805881,0.00003439534,0.0002750629,0.009780381],"study_design_scores_gemma":[0.00001415946,0.0008458527,0.994509,0.0001190313,0.00002499574,0.000454971,0.002321318,0.0004992777,0.0005721737,0.0000658452,0.000561443,0.0000118306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976991,0.0006700378,0.0002761537,0.0003902076,0.00002288481,0.00002907839,0.00006418351,0.000008831888,0.0008396112],"genre_scores_gemma":[0.9992484,0.0001457365,0.0003605525,0.00009766222,0.00001867003,0.000008800939,0.00005168161,0.000002152715,0.00006624321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01424976,"threshold_uncertainty_score":0.05606031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11167375429496,"score_gpt":0.4474997469789816,"score_spread":0.3358259926840217,"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."}}