{"id":"W4286376031","doi":"10.4103/ija.ija_806_21","title":"Aerosol and droplet dispersion during emergency front-of-neck access - A bench-top manikin simulation study","year":2022,"lang":"en","type":"article","venue":"Indian Journal of Anaesthesia","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cannula; Coronavirus disease 2019 (COVID-19); Respirator; Surgery; Aerosol; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008451214,0.0008923537,0.0006671968,0.0004062405,0.0004248012,0.00101862,0.001108856,0.001586783,0.004801445],"category_scores_gemma":[0.002024466,0.0003202024,0.001145232,0.0001750819,0.0005204434,0.0005830186,0.0009787636,0.0009281274,0.0004616217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007836661,"about_ca_system_score_gemma":0.0009837858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007714594,"about_ca_topic_score_gemma":0.005995546,"domain_scores_codex":[0.9996019,0.0001512182,0.00002733192,0.00007189308,0.00006311147,0.0000846121],"domain_scores_gemma":[0.9981529,0.001148121,0.0001389111,0.00007497524,0.0002393407,0.000245874],"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":[0.002476324,0.004250303,0.03208256,0.001260277,0.0002104069,0.001638185,0.0005636184,0.9295099,0.00962156,0.002590654,0.002349258,0.01344698],"study_design_scores_gemma":[0.0003994938,0.005075363,0.01311515,0.0001561316,0.0001667265,0.0002908958,0.000741785,0.9730586,0.0032404,0.001099511,0.002561798,0.00009407051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829348,0.0003818837,0.01005254,0.0001959017,0.0001197162,0.0007971199,0.00101022,0.00007293975,0.004434982],"genre_scores_gemma":[0.987087,0.0002826251,0.00879411,0.00008072003,0.0000292495,0.0005949609,0.0007160809,0.00001261174,0.002402605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007714594,"threshold_uncertainty_score":0.01606244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535851470463223,"score_gpt":0.2903472882359516,"score_spread":0.2749887735313194,"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."}}