{"id":"W2058768765","doi":"10.1089/jam.2005.18.427","title":"<i>In Vitro</i> Estimations of <i>In Vivo</i> Jet Nebulizer Efficiency Using Actual and Simulated Tidal Breathing Patterns","year":2005,"lang":"en","type":"article","venue":"Journal of Aerosol Medicine","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University","funders":"","keywords":"Nebulizer; Breathing; Ventilation (architecture); Jet (fluid); Tidal volume; Anesthesia; Chemistry; Biomedical engineering; Medicine; Respiratory system; Aerospace engineering; Meteorology; Internal medicine; Physics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001498347,0.0005769908,0.0004697263,0.000186305,0.0002053158,0.0004752587,0.0003869944,0.0005276431,0.001282443],"category_scores_gemma":[0.001453495,0.0003020672,0.0004005131,0.0001815313,0.0003891579,0.0003460771,0.0002840014,0.0004934695,0.0004385114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305238,"about_ca_system_score_gemma":0.0001539412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009029412,"about_ca_topic_score_gemma":0.0008528515,"domain_scores_codex":[0.999003,0.0003636287,0.0001071962,0.0002217886,0.0001982378,0.0001061101],"domain_scores_gemma":[0.9987991,0.0005619319,0.0001860242,0.0001811465,0.0002197727,0.00005208901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009081932,0.0001469833,0.001352578,0.00007031995,0.00002412332,0.00002755637,0.00006578612,0.0005818725,0.9939418,0.00003334835,0.00006285389,0.002784484],"study_design_scores_gemma":[0.00003069866,0.003973445,0.008959447,0.000006240263,0.00006213939,0.00009259317,0.0000502986,0.004625506,0.9816775,0.00003083051,0.0004793888,0.00001204155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673057,0.0008601592,0.0297428,0.00007498118,0.00003835351,0.0001889742,0.0005190059,0.000160452,0.001109515],"genre_scores_gemma":[0.973009,0.000965377,0.02301444,0.0001608413,0.00003315393,0.0003267018,0.0008914847,0.00008573435,0.001513402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001498347,"threshold_uncertainty_score":0.00792408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02032385964182661,"score_gpt":0.3014274387667956,"score_spread":0.281103579124969,"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."}}