{"id":"W4408126258","doi":"10.23736/s0375-9393.25.18935-9","title":"A year in review in Minerva Anestesiologica 2024: Critical Care","year":2025,"lang":"en","type":"article","venue":"Minerva Anestesiologica","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; MEDLINE; Intensive care 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003921458,0.001027192,0.002870835,0.01299715,0.0008229904,0.003815097,0.001112575,0.003210787,0.008633086],"category_scores_gemma":[0.02047812,0.0005740955,0.001868828,0.01020577,0.0007795281,0.003406076,0.002173746,0.002996899,0.002139561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002638838,"about_ca_system_score_gemma":0.009911274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003884074,"about_ca_topic_score_gemma":0.0114105,"domain_scores_codex":[0.9970269,0.0003889282,0.001293102,0.0002764613,0.0007679905,0.0002466032],"domain_scores_gemma":[0.9796637,0.005916745,0.005876336,0.000288271,0.006122561,0.002132329],"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":[0.0003192646,0.00007015727,0.003473259,0.1144315,0.0009476269,0.0005570623,0.0002692629,0.0001316081,0.0006130982,0.00189874,0.5173982,0.3598902],"study_design_scores_gemma":[0.00007096608,0.0001227438,0.006049633,0.08168337,0.00118234,0.001798649,0.0003042543,0.00003649632,0.0001503239,0.0004812416,0.908078,0.00004200501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002613447,0.9719915,0.00006671173,0.007522092,0.01892621,0.00001798873,0.0002379262,0.000009321993,0.0009669344],"genre_scores_gemma":[0.00312224,0.9635787,0.0002606082,0.009789371,0.0212319,0.00004529128,0.000480351,0.00001397504,0.001477588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01299715,"threshold_uncertainty_score":0.02888054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055067136773045,"score_gpt":0.3415197952619898,"score_spread":0.3209691238942593,"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."}}