{"id":"W3024488263","doi":"10.23736/s0021-9509.17.09893-7","title":"The post-operative cardiac surgery clinic: is objective utility at odds with patient satisfaction?","year":2017,"lang":"en","type":"letter","venue":"The Journal of Cardiovascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University; University of Toronto","funders":"","keywords":"Medicine; Odds; Patient satisfaction; Cardiac surgery; General surgery; Surgery; Internal medicine; Logistic regression","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":["metaepi_narrow","metaepi_broad","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01213082,0.0008267555,0.00596095,0.0002910072,0.00123238,0.0001958949,0.0003492306,0.0007669884,0.0001384551],"category_scores_gemma":[0.002198958,0.000381081,0.01766674,0.0002421281,0.0009186368,0.0002567135,0.000148459,0.003337407,0.00008087247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004681938,"about_ca_system_score_gemma":0.001657596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003696537,"about_ca_topic_score_gemma":0.00001090001,"domain_scores_codex":[0.9888749,0.00451676,0.001680536,0.0005185631,0.003575307,0.0008339001],"domain_scores_gemma":[0.9733071,0.01979782,0.001743506,0.002818169,0.002056998,0.0002763464],"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":[0.002986569,0.00003771945,0.06268796,0.0001703237,0.04670536,0.007458634,0.0007839342,0.00001039971,0.000002264733,0.000001183992,0.8366027,0.04255298],"study_design_scores_gemma":[0.000325024,0.0001653781,0.1630238,0.000417325,0.007940298,0.005503903,0.0002789752,7.639522e-7,0.0001090493,0.000005405889,0.821813,0.0004171128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3717293,0.1398519,0.00009017672,0.4606437,0.01186693,0.003006487,0.0002962939,0.000103525,0.01241176],"genre_scores_gemma":[0.6088209,0.1064601,0.00006139481,0.2401356,0.0268372,0.0001735837,0.0002126423,0.0007466693,0.01655186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2370917,"threshold_uncertainty_score":0.9998641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198809541162623,"score_gpt":0.2619500844373731,"score_spread":0.2399619890257469,"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."}}