{"id":"W4300861444","doi":"10.15221/22.48","title":"Personalized Fitting of Respiratory Mask Using 3D Numerical Simulation and Finite Element Analysis","year":2022,"lang":"en","type":"article","venue":"","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinologics (Canada); École de Technologie Supérieure","funders":"","keywords":"Finite element method; Computer science; Computer graphics (images); Structural engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004624347,0.0008104047,0.0009113051,0.0008318849,0.0005621344,0.001216988,0.0009690371,0.001871391,0.004779811],"category_scores_gemma":[0.001474269,0.0006630525,0.001239872,0.0004670751,0.0004294252,0.0005514157,0.0009149331,0.0006858043,0.0008461359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005085531,"about_ca_system_score_gemma":0.001320808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009173281,"about_ca_topic_score_gemma":0.008227537,"domain_scores_codex":[0.9996934,0.00005326198,0.00002690843,0.00004099998,0.0001550538,0.00003040921],"domain_scores_gemma":[0.9995104,0.0002541981,0.00005283621,0.00004848486,0.0001063924,0.00002778039],"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":[0.00005667798,0.00008642921,0.002131872,0.0001511936,0.00003905933,0.0001901911,0.0001465285,0.9685847,0.005858306,0.001682042,0.001207652,0.01986532],"study_design_scores_gemma":[0.000006071523,0.00001490048,0.0002186726,0.00001205094,0.000006398518,0.00003422266,0.0000213893,0.9978583,0.0006638068,0.0003010166,0.0008516749,0.00001147415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1367208,0.0008147383,0.8407497,0.000544879,0.000272988,0.0003696099,0.0009552738,0.002824119,0.01674788],"genre_scores_gemma":[0.7517608,0.000691456,0.2395215,0.0002097027,0.00004909344,0.0004560344,0.0009430824,0.0005743639,0.005793944],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009173281,"threshold_uncertainty_score":0.01823974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04329441289880198,"score_gpt":0.3347239784095684,"score_spread":0.2914295655107664,"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."}}