{"id":"W2044527904","doi":"10.4187/respcare.02761","title":"Assessment of Humidification Performance: Still No Easy Method!","year":2013,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Hypothermia; Ventilation (architecture); Anesthesia; Moisture; Intensive care medicine; Mechanical ventilation; Thermodynamics; Composite material","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":[0.0004371654,0.0005399959,0.001073839,0.0004475156,0.00007968658,0.00003274847,0.0003333529,0.001320388,0.001682889],"category_scores_gemma":[0.00006814281,0.0004666748,0.0003947939,0.0002347916,0.00008894594,0.0001552779,0.00008670609,0.001750032,0.0003857286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003951379,"about_ca_system_score_gemma":0.001305642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000123363,"about_ca_topic_score_gemma":5.218297e-7,"domain_scores_codex":[0.9964971,0.0002359373,0.0008866459,0.0007310446,0.001131393,0.0005178913],"domain_scores_gemma":[0.9961799,0.00007595143,0.0006454299,0.001405921,0.001505341,0.0001874785],"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":[0.00003789246,0.00006873189,0.007528157,0.008893847,0.0002644917,0.0002355467,0.0002073399,0.00000605192,0.1084628,0.00006342965,0.8494645,0.02476724],"study_design_scores_gemma":[0.0007141259,0.0009794808,0.005147253,0.0004295422,0.0003198223,0.00001206378,0.0001154806,0.00002042608,0.03608572,0.000003842354,0.9557663,0.0004059626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2567484,0.01896441,0.00932595,0.05167101,0.01731611,0.02508094,0.001493519,0.002160352,0.6172392],"genre_scores_gemma":[0.02545463,0.0002043843,0.01964515,0.9103006,0.01286332,0.0009866391,0.00250479,0.0005343097,0.02750619],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8586296,"threshold_uncertainty_score":0.9999761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03854964472375748,"score_gpt":0.3409823721331102,"score_spread":0.3024327274093527,"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."}}