{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003325237,0.00009251028,0.0002484583,0.0003063838,0.0002077387,0.00001667515,0.00008223274,0.0000295686,0.0004796322],"category_scores_gemma":[0.00003518049,0.00008263769,0.0001051694,0.0001720634,0.00001385214,0.00026323,0.00003737537,0.0002198183,0.000001509247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007498096,"about_ca_system_score_gemma":0.00005077998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003723269,"about_ca_topic_score_gemma":0.00001352864,"domain_scores_codex":[0.9988381,0.00009498617,0.0004830776,0.0001098838,0.0003568267,0.0001171528],"domain_scores_gemma":[0.9992073,0.00001123437,0.0004638302,0.0001046024,0.000122706,0.00009031675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007095664,0.000528604,0.984815,0.00006058282,0.00009397821,0.0003958181,0.003544665,0.004009719,0.0008074438,0.000008589751,0.00006473046,0.004961275],"study_design_scores_gemma":[0.002860176,0.00245201,0.9897994,0.00005491229,0.0001591191,0.0003172079,0.001415927,0.002361017,0.0002057352,0.00004002441,0.0002379319,0.00009651388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987049,0.0001913065,0.0002994158,0.0002560864,0.0002104857,0.0002818296,0.000002093257,0.000006822047,0.00004703891],"genre_scores_gemma":[0.9996611,0.0000367854,0.0000500597,0.0000316316,0.0001370547,0.000003943634,0.000003089322,0.00001238539,0.00006395706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0049844,"threshold_uncertainty_score":0.5251636,"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."}}