{"id":"W4361228839","doi":"10.1053/j.semtcvs.2023.03.004","title":"Commentary: How Soon is Now?","year":2023,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; Fast track; Intensive care unit; Context (archaeology); Emergency medicine; Track (disk drive); Intensive care medicine; Medical emergency; Surgery; Operating system","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001531048,0.0006988353,0.002202356,0.001084986,0.0001050816,0.00007061227,0.0001452061,0.001153318,0.00006748077],"category_scores_gemma":[0.001384853,0.0007039111,0.002444571,0.0007414134,0.000372393,0.0001003088,0.0001912209,0.002521884,0.0001135063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703266,"about_ca_system_score_gemma":0.0001582559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008450574,"about_ca_topic_score_gemma":0.000006166489,"domain_scores_codex":[0.9960262,0.0004985136,0.0004317915,0.00106816,0.001112903,0.0008623996],"domain_scores_gemma":[0.9964144,0.0008564017,0.000124892,0.001083096,0.001389019,0.0001322413],"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":[0.00006618725,0.00001762401,0.005778132,0.001050213,0.002386102,0.01396526,0.0002048666,2.869681e-7,0.000004514697,2.038935e-7,0.9153543,0.06117239],"study_design_scores_gemma":[0.0003405394,0.0000525664,0.0009279686,0.003937572,0.001663874,0.000569492,0.002687137,0.00001026831,0.000237396,0.00005688011,0.9887725,0.0007438753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007650357,0.05205134,0.00009608113,0.9350698,0.001954958,0.0009994468,0.0002371204,0.0002062025,0.001734697],"genre_scores_gemma":[0.001929019,0.02626817,0.00005693929,0.9623395,0.002080424,0.0001453541,0.002419833,0.0002793921,0.00448134],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07341821,"threshold_uncertainty_score":0.9997793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413865231498076,"score_gpt":0.2697574525078049,"score_spread":0.2456188001928242,"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."}}