{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01681991,0.0006581507,0.001017121,0.001084678,0.0007556209,0.001163546,0.001704139,0.0006432134,0.0007730633],"category_scores_gemma":[0.01051747,0.0004476761,0.0005057844,0.00158488,0.0001509368,0.0003130731,0.0001739504,0.00114707,0.0000362498],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371947,"about_ca_system_score_gemma":0.009235877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000016169,"about_ca_topic_score_gemma":0.00006941621,"domain_scores_codex":[0.9846289,0.002399019,0.001524805,0.002103781,0.00852891,0.0008145999],"domain_scores_gemma":[0.9839351,0.002824923,0.001321955,0.001732685,0.009981244,0.0002040713],"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":[0.00004786469,0.000004208498,0.00002969881,0.0001987573,0.000048605,0.000002138177,0.0007105477,0.0002286494,0.0002090637,0.00003720877,0.6310801,0.3674032],"study_design_scores_gemma":[0.001253359,0.0004328868,0.00001643981,0.000671534,0.0003154805,5.158688e-7,0.0006993314,0.0002531696,0.001948972,0.003011354,0.9908159,0.0005810134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.00008130072,0.01882015,0.7986078,0.1473619,0.01805617,0.007737199,0.0008765148,0.0002479062,0.008211057],"genre_scores_gemma":[0.0003070452,0.0001039057,0.2332611,0.6210895,0.02738953,0.005283358,0.002966761,0.0006004783,0.1089983],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5653467,"threshold_uncertainty_score":0.9998733,"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."}}