{"id":"W3084511914","doi":"10.3390/ijerph17186655","title":"Commentary: Physiological and Psychological Impact of Face Mask Usage during the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":262,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Face masks; Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Medicine; Disease; Infectious disease (medical specialty)","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":[0.00106401,0.00006027242,0.0001611802,0.000087269,0.0001090432,0.00002781218,0.0001064038,0.00003671926,0.0003842362],"category_scores_gemma":[0.0003189093,0.00003392711,0.00006966463,0.00005906849,0.0002610833,0.0001106731,0.00008520751,0.0004138605,0.000001930724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002953729,"about_ca_system_score_gemma":0.00008480256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005640793,"about_ca_topic_score_gemma":0.000002074818,"domain_scores_codex":[0.9986573,0.0002534776,0.0002922161,0.0001069689,0.0005156317,0.0001744118],"domain_scores_gemma":[0.9990455,0.0001825293,0.0001537148,0.00004682517,0.00003526849,0.0005361482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001431476,0.0007030444,0.9694206,0.00003172761,0.0001976377,0.00003549758,0.0008014337,0.00002148069,0.01353357,0.00005613963,0.002183269,0.01158417],"study_design_scores_gemma":[0.002100005,0.003262017,0.9889612,0.00001136211,0.000002974695,0.0005745138,0.0004606851,0.0002687763,0.00001210681,0.0001349856,0.004181227,0.00003019486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280856,0.0003470912,0.0005292768,0.07079703,0.00003193342,0.0001413595,0.00003566933,0.000003064414,0.00002899709],"genre_scores_gemma":[0.9925737,0.002203531,0.00002880052,0.004941649,0.000222188,0.000001792037,0.0000106294,0.00000333173,0.00001440169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06585538,"threshold_uncertainty_score":0.4207117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2283986156279582,"score_gpt":0.4801405608268898,"score_spread":0.2517419451989316,"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."}}