{"id":"W2022273963","doi":"10.1111/pan.12007","title":"New technologies in pediatric anesthesia","year":2012,"lang":"en","type":"review","venue":"Pediatric Anesthesia","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Pulse oximetry; Perioperative; Intensive care medicine; Venipuncture; Blood management; Psychological intervention; Cardiac surgery; Anesthesia; Surgery","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006274932,0.0009958359,0.003004497,0.001739454,0.00007604575,0.00004580139,0.0006391386,0.001520961,0.00008114709],"category_scores_gemma":[0.00007725199,0.0007939995,0.000708676,0.002481556,0.00004683978,0.0001309339,0.00005417829,0.001427843,0.0009328688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003575291,"about_ca_system_score_gemma":0.001366527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006656545,"about_ca_topic_score_gemma":0.000001335184,"domain_scores_codex":[0.9960496,0.0001736643,0.001195017,0.0008480342,0.0006133901,0.001120305],"domain_scores_gemma":[0.997525,0.0003103836,0.0005664458,0.001163168,0.00005820477,0.000376742],"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":[0.0000174602,0.0001962277,0.03346434,0.01245494,0.00003792596,0.001605636,0.00008839546,1.595749e-7,1.750136e-8,0.00008738427,0.001380073,0.9506674],"study_design_scores_gemma":[0.0005811051,0.0001442737,0.001899056,0.0008601008,0.003229879,0.005334536,0.00002252516,0.000002309926,2.25153e-7,0.00006787304,0.9870563,0.0008018379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001144108,0.9958799,0.00002996308,0.0003892208,0.0001764122,0.001272103,0.000001078495,0.0008352504,0.0002719764],"genre_scores_gemma":[0.0003493089,0.9910618,0.001321983,0.00003677104,0.004845911,0.0001746511,0.0000566805,0.0002259345,0.001926974],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9856762,"threshold_uncertainty_score":0.999845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03685069566696004,"score_gpt":0.3112963783558768,"score_spread":0.2744456826889167,"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."}}