{"id":"W3132151696","doi":"10.3390/healthcare9020204","title":"Overview of the User Experience for Snorkeling Mask Designs during the COVID-19 Pandemic","year":2021,"lang":"en","type":"review","venue":"Healthcare","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université Laval; Hôpital Saint-François d'Assise","funders":"Université de Montréal; Natural Sciences and Engineering Research Council of Canada; École de technologie supérieure","keywords":"Coronavirus disease 2019 (COVID-19); Health care; Face shield; Pandemic; Personal protective equipment; Computer science; Business; Medicine; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004994752,0.0001913804,0.0008876445,0.00005296432,0.0003351444,0.00001363536,0.0001365959,0.0002144115,0.00008236751],"category_scores_gemma":[0.0005386753,0.00009965178,0.0006298647,0.0003158497,0.00004264003,0.00002874786,0.00005157311,0.0003482419,0.000002847813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330387,"about_ca_system_score_gemma":0.00119064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001421781,"about_ca_topic_score_gemma":0.000109674,"domain_scores_codex":[0.9983279,0.0003537222,0.0006012355,0.0002695983,0.0002224612,0.0002250996],"domain_scores_gemma":[0.9984169,0.0003779176,0.0004263323,0.0004942827,0.0001750302,0.0001095237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007114773,0.00006121022,0.02526411,0.3318758,0.0002389175,0.000009327969,0.002413205,0.00001336657,0.000006950325,0.001295356,0.000384889,0.6383657],"study_design_scores_gemma":[0.0003305752,0.00003138768,0.0003740889,0.01327494,0.0003279785,0.000199814,0.0002007915,0.00001897301,0.000001738699,0.00001342502,0.9851319,0.00009438702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001032487,0.9942143,0.001967923,0.0008644446,0.000519037,0.002242903,0.00004071525,0.00003125969,0.00001619678],"genre_scores_gemma":[0.002955039,0.9940044,0.00005292368,0.00138117,0.0003765252,0.0005555347,0.00004112839,0.00003037178,0.0006029382],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.984747,"threshold_uncertainty_score":0.4063681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4189177326294932,"score_gpt":0.500533277108817,"score_spread":0.08161554447932384,"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."}}