{"id":"W4413574734","doi":"10.64628/aam.ddmveaewt","title":"Rethink ventilation for a safe return to schools after the COVID-19 pandemic","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Ventilation (architecture); Virology; Medicine; Geography; Meteorology; Infectious disease (medical specialty); Internal medicine","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":[0.004689949,0.0004347913,0.0004862084,0.0004042107,0.002119393,0.004524423,0.001716709,0.004622282,0.01757573],"category_scores_gemma":[0.02546014,0.0002154419,0.0007629487,0.0001487397,0.001734371,0.003991778,0.006375575,0.005386871,0.003674677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120782,"about_ca_system_score_gemma":0.004205943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075329,"about_ca_topic_score_gemma":0.00260002,"domain_scores_codex":[0.9960561,0.001740989,0.0001314842,0.0002800689,0.0008952917,0.0008961709],"domain_scores_gemma":[0.9955623,0.001816654,0.0003414437,0.0004984794,0.0006159988,0.001165181],"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":[0.001493008,0.0009958398,0.01613246,0.001119511,0.0002132833,0.00322657,0.006423392,0.01190435,0.008630583,0.138161,0.304318,0.5073819],"study_design_scores_gemma":[0.0003902963,0.001324224,0.02109651,0.003493074,0.0001499843,0.002391323,0.01271624,0.02305196,0.008724229,0.3244202,0.6019802,0.0002617457],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1459648,0.01275884,0.16035,0.4981189,0.05072719,0.0006376941,0.0007419595,0.005156575,0.1255441],"genre_scores_gemma":[0.9017562,0.00330768,0.04029787,0.02165779,0.006290039,0.0003146912,0.0003958461,0.00147812,0.0245018],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01757573,"threshold_uncertainty_score":0.0587967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.065083432383074,"score_gpt":0.3610068421624826,"score_spread":0.2959234097794086,"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."}}