{"id":"W4308616689","doi":"10.1016/j.cpsurg.2022.101246","title":"Current status of adult cardiac surgery—Part 1","year":2022,"lang":"en","type":"article","venue":"Current Problems in Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiac surgery; General surgery; Intensive care medicine; Cardiology","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"],"consensus_categories":[],"category_scores_codex":[0.0005378357,0.000267459,0.001067182,0.0005066453,0.00009075645,0.00001240228,0.00006763024,0.00003422252,0.0003980344],"category_scores_gemma":[0.0003001796,0.000263337,0.00212844,0.0007691177,0.00007094532,0.00009029865,0.0001707389,0.0003624565,0.00002156527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003761971,"about_ca_system_score_gemma":0.0007259971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001308345,"about_ca_topic_score_gemma":0.000001826849,"domain_scores_codex":[0.9969505,0.0002471195,0.0008439907,0.000474095,0.0007590209,0.0007252762],"domain_scores_gemma":[0.9981803,0.0005360649,0.0002809473,0.0005065983,0.0001720842,0.0003240078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000107941,0.001410888,0.8544676,0.0006700392,0.0002208786,0.00001016259,0.0001087139,0.00004879622,0.00001072433,0.00005300619,0.03415637,0.1087349],"study_design_scores_gemma":[0.0007245323,0.00005991264,0.6800454,0.0009019426,0.0004643791,0.000005688102,0.0001456399,0.00002146174,0.0000867656,0.0001566318,0.3170114,0.0003761455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180503,0.07256277,0.00000455103,0.00005962225,0.007151776,0.0008044988,0.0009668582,0.00006325561,0.0003363038],"genre_scores_gemma":[0.9799289,0.01771118,0.000004879105,0.00002690497,0.000190574,0.0006486108,0.001408187,0.00004351514,0.00003725496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2828551,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04441837573877102,"score_gpt":0.3403000468326308,"score_spread":0.2958816710938598,"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."}}