{"id":"W4391192175","doi":"10.58837/chula.cmj.63.1.2","title":"Effect of preoperative cognitive dysfunction on postoperative outcomes in cardiac surgery","year":2019,"lang":"en","type":"article","venue":"Chulalongkorn Medical Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Postoperative cognitive dysfunction; Medicine; Cardiac surgery; Cognition; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003462115,0.0003073953,0.002290244,0.0003576618,0.00005911711,0.00002421501,0.00009089104,0.0002862588,0.001177158],"category_scores_gemma":[0.004785191,0.0001860798,0.001084253,0.0003006473,0.000172058,0.000133928,0.0000299479,0.001050089,0.0001826913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451507,"about_ca_system_score_gemma":0.0003972294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000189322,"about_ca_topic_score_gemma":0.000002261057,"domain_scores_codex":[0.9958231,0.001296232,0.0007214412,0.0003127866,0.00145364,0.0003928427],"domain_scores_gemma":[0.9911986,0.007741067,0.0001696019,0.0001888047,0.0002113794,0.0004905603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002741697,0.0002254603,0.9731689,0.00009652688,0.0004192803,0.001041327,0.0004191837,0.000003577005,0.0001552255,0.0001155463,0.0002085821,0.0214047],"study_design_scores_gemma":[0.004642439,0.003016873,0.9831414,0.001404032,0.0002604065,0.0006905746,0.0004186067,0.00004584324,0.005410537,0.000006134806,0.0007124252,0.0002507243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887089,0.0003066024,0.00003022859,0.001851928,0.0009975599,0.0007045009,0.000008657573,0.00002108161,0.007370591],"genre_scores_gemma":[0.9971792,0.0001820761,0.00001061152,0.001124279,0.0002327556,0.00002068827,0.00002556992,0.00002783873,0.001197057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02115398,"threshold_uncertainty_score":0.9997359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00839342834141608,"score_gpt":0.2820352005153581,"score_spread":0.273641772173942,"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."}}