{"id":"W3216082243","doi":"10.1115/1.4053115","title":"In Vitro Evaluation of a Nasal Interface Used to Improve Delivery From a Portable Oxygen Concentrator","year":2021,"lang":"en","type":"article","venue":"Journal of Medical Devices","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Breathing; Biomedical engineering; Anesthesia; Medicine; Oxygen delivery; Inhalation; Airway; Oxygen; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002037673,0.0001011617,0.000502819,0.0001107111,0.00001137655,0.0000143589,0.0001539498,0.0001490495,0.002394788],"category_scores_gemma":[0.0010441,0.00007775421,0.0001132644,0.0002054109,0.00002490551,0.0001692833,0.00004827113,0.0003063004,0.000009152837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000699,"about_ca_system_score_gemma":0.002189713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007445498,"about_ca_topic_score_gemma":0.000113335,"domain_scores_codex":[0.9966145,0.0001448431,0.000794025,0.0001520079,0.002117492,0.0001771516],"domain_scores_gemma":[0.998264,0.0001114199,0.0003375598,0.0001339179,0.0007165672,0.0004366089],"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":[0.000685803,0.0003023012,0.004135598,0.00007285932,0.0001785628,0.0009029271,0.0008791312,0.000007177161,0.9712,0.0000104394,0.001542058,0.02008313],"study_design_scores_gemma":[0.006401229,0.0004981664,0.005336676,0.0008613255,0.0003542633,0.0001166258,0.002605583,0.001810467,0.9682343,0.00009680391,0.01357291,0.0001116259],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926941,0.002733903,0.0005272128,0.003038376,0.0007228869,0.000164113,0.000009946991,0.000003281904,0.0001061118],"genre_scores_gemma":[0.9963162,0.00004394387,0.001159439,0.00204906,0.0003681386,0.000003763177,0.000005794805,0.00001016356,0.00004352314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0199715,"threshold_uncertainty_score":0.9985172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03962044116462731,"score_gpt":0.3514552003876135,"score_spread":0.3118347592229862,"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."}}