{"id":"W2750544228","doi":"10.1177/0267659117727340","title":"Practice meta-environment of the cardiovascular perfusionist","year":2017,"lang":"en","type":"letter","venue":"Perfusion","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Clinical Practice; Cardiopulmonary bypass; Standard operating procedure; Medical emergency; Medical education; Nursing; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001007887,0.0003935117,0.002122783,0.0000644267,0.0003605003,0.00004182221,0.0003960145,0.0006693543,0.0007300017],"category_scores_gemma":[0.0007188343,0.0002066074,0.005836621,0.00005156351,0.0002928863,0.00006467891,0.000293403,0.001389528,0.0001388456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009983077,"about_ca_system_score_gemma":0.0001256304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003124339,"about_ca_topic_score_gemma":5.619215e-7,"domain_scores_codex":[0.9965191,0.0004706614,0.0004102518,0.0005114962,0.001784721,0.0003037376],"domain_scores_gemma":[0.996222,0.0005464893,0.0003755757,0.002696661,0.00008132157,0.00007796587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002377104,0.0002624433,0.001221734,0.0008201985,0.01349832,0.005305918,0.0004141558,0.00002830216,0.0006268348,0.00007498517,0.9644992,0.0130102],"study_design_scores_gemma":[0.0005040213,0.00006361835,0.001909975,0.00009497028,0.02345663,0.0008954123,0.00002349905,0.000006630722,0.000238755,0.000003634271,0.9725913,0.0002115035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002429506,0.01379635,0.00001904812,0.908457,0.0006984544,0.001051367,0.00001943932,0.00003213702,0.07349673],"genre_scores_gemma":[0.01683739,0.01200658,0.00121464,0.7544135,0.008424953,0.000208944,0.0002793323,0.0002860332,0.2063286],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1540434,"threshold_uncertainty_score":0.8425204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03717816162625406,"score_gpt":0.2639848771109644,"score_spread":0.2268067154847103,"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."}}