{"id":"W2080530784","doi":"10.1378/chest.126.4_meetingabstracts.910s","title":"In Vitro Comparison of Valved Holding Chambers (VHCs) with Facemasks Using an Infant Face Model","year":2004,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; Anesthesia; Face masks; Internal medicine; Coronavirus disease 2019 (COVID-19)","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":[0.001434806,0.0005705035,0.0006117031,0.0002816512,0.0005382682,0.0007431035,0.0009204613,0.0009161543,0.001811099],"category_scores_gemma":[0.002022702,0.0005877315,0.0007909393,0.0002393016,0.0006917815,0.001010529,0.0003830941,0.0009222672,0.0004224463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004480586,"about_ca_system_score_gemma":0.0005519055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005177458,"about_ca_topic_score_gemma":0.006140714,"domain_scores_codex":[0.9987082,0.0003970297,0.0001159068,0.0002020153,0.0002635613,0.0003132008],"domain_scores_gemma":[0.9954868,0.002583621,0.0004696103,0.000423786,0.000685152,0.0003509665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001674022,0.0005043982,0.00175621,0.0003012261,0.0000523895,0.0004050763,0.0004615549,0.0005798677,0.9914854,0.0003031229,0.0001929374,0.002283892],"study_design_scores_gemma":[0.00007122417,0.01204068,0.01477469,0.00006773197,0.0002508648,0.0005479635,0.000908701,0.005933966,0.962829,0.0001308154,0.002397753,0.000046525],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882603,0.003383045,0.005708396,0.0001421613,0.0002909127,0.00009667048,0.0003193856,0.0000530737,0.001746129],"genre_scores_gemma":[0.9911549,0.001199309,0.005401815,0.0001087418,0.00008018643,0.00007441083,0.000381348,0.00002499499,0.001574143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005177458,"threshold_uncertainty_score":0.01029468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03711221665898311,"score_gpt":0.2760489449678584,"score_spread":0.2389367283088752,"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."}}