{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004346611,0.0008936487,0.001394968,0.00331754,0.000803451,0.004478733,0.00144742,0.00257823,0.02173376],"category_scores_gemma":[0.008697707,0.0003415204,0.0009022016,0.004617593,0.001379573,0.005089938,0.001590465,0.003280983,0.004454806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001911371,"about_ca_system_score_gemma":0.006182197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002877075,"about_ca_topic_score_gemma":0.004502834,"domain_scores_codex":[0.9984199,0.0004466685,0.0003792905,0.00018693,0.0003897369,0.0001773785],"domain_scores_gemma":[0.9882454,0.004492098,0.001903758,0.0002202754,0.003406391,0.001732031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002961728,0.0002559584,0.002801802,0.01192172,0.00006863901,0.0001034257,0.0001041202,0.0002737058,0.0004742144,0.00529116,0.2017744,0.7766348],"study_design_scores_gemma":[0.0000618112,0.000383947,0.01048115,0.01251622,0.0002250857,0.0004766596,0.0003601036,0.0003074744,0.0002798825,0.002970317,0.9718938,0.00004348704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006921415,0.9581606,0.0004855056,0.02551032,0.00882767,0.00002656522,0.0002693724,0.00006204357,0.005965637],"genre_scores_gemma":[0.007879705,0.955664,0.001441777,0.01052324,0.02110736,0.00006007337,0.0005963687,0.00001634181,0.002711177],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02173376,"threshold_uncertainty_score":0.0727067,"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."}}