{"id":"W4407092765","doi":"10.1089/respcare.12623","title":"New Methods for Evaluating Passive Humidifiers Highlight Problems With Current ISO Standards","year":2025,"lang":"en","type":"letter","venue":"Respiratory Care","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Humidifiers; Medicine; Current (fluid); Intensive care medicine; Environmental science; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07366955,0.001310789,0.001899485,0.002423913,0.003770694,0.0096114,0.003956412,0.05063983,0.003503832],"category_scores_gemma":[0.1758322,0.001178847,0.002408011,0.001703983,0.01063817,0.009014633,0.004259369,0.04394845,0.002738896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01064537,"about_ca_system_score_gemma":0.01158642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009042338,"about_ca_topic_score_gemma":0.02196733,"domain_scores_codex":[0.9146756,0.03962347,0.007746458,0.003784343,0.03225675,0.001913289],"domain_scores_gemma":[0.7269067,0.2201494,0.006566847,0.004833361,0.03779308,0.003750657],"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":[0.0001243107,0.0001654241,0.002939301,0.0005070157,0.00007264337,0.001439632,0.001276807,0.002137529,0.0008684524,0.1217099,0.7636434,0.1051156],"study_design_scores_gemma":[0.0001630591,0.0002566372,0.002370214,0.001025615,0.00007209599,0.001821544,0.001278548,0.01215397,0.001531112,0.2182707,0.7608338,0.0002227135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006738223,0.001801827,0.01263916,0.970487,0.007276542,0.00006127459,0.00006670662,0.00007100293,0.006922679],"genre_scores_gemma":[0.03000145,0.002335446,0.0498852,0.8641815,0.03877191,0.0004302454,0.0000884771,0.0001486382,0.01415711],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07366955,"threshold_uncertainty_score":0.3896065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3361806721698338,"score_gpt":0.5375540969770213,"score_spread":0.2013734248071875,"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."}}