{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002177986,0.0002013452,0.0003714408,0.0001392879,0.00008669612,0.00007020983,0.0001766331,0.0001126721,0.000004881669],"category_scores_gemma":[0.00000779553,0.000188564,0.00005588155,0.0002349604,0.00006380782,0.000521663,0.00002456706,0.0006545894,0.00000110436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002991564,"about_ca_system_score_gemma":0.00009368952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003905878,"about_ca_topic_score_gemma":0.00003686352,"domain_scores_codex":[0.9988082,0.00001964898,0.0004079276,0.00013644,0.0002472066,0.0003805808],"domain_scores_gemma":[0.9994713,0.00001624955,0.0001291354,0.0001787006,0.00004257359,0.0001620207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003985441,0.00005330201,0.001526976,0.0000423363,0.00003139936,0.00002828198,0.004044725,0.9059154,0.08806021,0.00001038976,0.000006557662,0.000240521],"study_design_scores_gemma":[0.001039988,0.0000387602,0.001033109,0.0002266187,0.00002056549,0.0001238309,0.0006786115,0.9249531,0.07156355,0.00008891099,0.00001077002,0.0002221965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8179675,0.0002083592,0.1814554,0.00002150775,0.0001059578,0.0000810082,0.000002181536,0.00004309875,0.0001149511],"genre_scores_gemma":[0.9697458,0.00001886698,0.03007436,0.00001213325,0.00008830562,0.000001971815,0.000002387975,0.00005364137,0.000002527452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1517783,"threshold_uncertainty_score":0.7689415,"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."}}