{"id":"W4401798812","doi":"10.1016/j.xjon.2024.08.006","title":"Rapid-recovery protocol for minimally invasive mitral valve repair","year":2024,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Protocol (science); Intensive care unit; Logistic regression; Emergency medicine; Anesthesia; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0006230401,0.0002580406,0.000502884,0.000168999,0.00007249505,0.0002319342,0.0003012829,0.0001659207,0.0007817456],"category_scores_gemma":[0.0004777359,0.0002121754,0.001496441,0.0002769008,0.0000529743,0.0006362631,0.0002437866,0.0002382352,0.0003301251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677873,"about_ca_system_score_gemma":0.0009344972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003723497,"about_ca_topic_score_gemma":0.00004886289,"domain_scores_codex":[0.9981371,0.00005875577,0.0004791899,0.0006546957,0.0002398645,0.0004304596],"domain_scores_gemma":[0.9984012,0.0006683373,0.00008336248,0.0005347357,0.0001265721,0.0001858163],"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":[0.005650828,0.0005283137,0.002976413,0.005116567,0.002770398,0.0006415526,0.0005802889,0.00000729644,0.0107372,0.0003463645,0.9246548,0.04598992],"study_design_scores_gemma":[0.003092145,0.001862649,0.006289037,0.002940631,0.0003393308,0.0001388581,0.00009434518,0.0001557595,0.02979488,0.001343198,0.9534497,0.0004995198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04814515,0.0006654916,0.000633551,0.004083182,0.002594516,0.8205022,0.0002130705,0.001312188,0.1218507],"genre_scores_gemma":[0.007932586,0.00001999877,0.02412553,0.003602375,0.001234722,0.9051185,0.00009766831,0.0001721319,0.05769654],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0846163,"threshold_uncertainty_score":0.8652261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05118656844790516,"score_gpt":0.36053586124861,"score_spread":0.3093492928007048,"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."}}