{"id":"W4407367476","doi":"10.1016/j.jtcvs.2025.01.031","title":"Commentary: Thinking outside of the Cox-Maze box when it comes to changing systems","year":2025,"lang":"en","type":"editorial","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology; Computer science; Cognitive science","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":[0.01816374,0.003941432,0.004816433,0.003176543,0.006099226,0.01089956,0.006995745,0.05170652,0.01396331],"category_scores_gemma":[0.09986195,0.00172207,0.003144193,0.002676932,0.006322696,0.00699001,0.002569539,0.05078967,0.01050367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005584422,"about_ca_system_score_gemma":0.009878116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005713314,"about_ca_topic_score_gemma":0.01207535,"domain_scores_codex":[0.98644,0.004383508,0.00166497,0.001509909,0.005125867,0.000875749],"domain_scores_gemma":[0.9209752,0.04936201,0.003186182,0.001792554,0.01795724,0.0067268],"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":[0.00002598782,0.000007826295,0.00002496188,0.0001119971,0.00001901034,0.00007591348,0.00002637377,0.00001792196,0.00001661204,0.0003470747,0.998004,0.001322202],"study_design_scores_gemma":[0.0003342004,0.00007288305,0.0005131133,0.001563523,0.0001872001,0.0003864838,0.0002845302,0.0006618447,0.000179821,0.007126211,0.9886041,0.00008615473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.00004297653,0.001992368,0.0001521028,0.2451649,0.7515505,0.00002463974,0.00007545185,0.00004725633,0.0009498956],"genre_scores_gemma":[0.0006727198,0.001207386,0.0002050561,0.1929533,0.8018129,0.00005100424,0.00002178234,0.00004373138,0.003032173],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05170652,"threshold_uncertainty_score":0.09606022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05634227646456529,"score_gpt":0.3593460917516624,"score_spread":0.3030038152870971,"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."}}