{"id":"W4285588169","doi":"10.1007/s00455-022-10496-4","title":"Functional Laryngeal Assessment in Patients with Tracheostomy Following COVID-19 a Prospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"Dysphagia","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of Alberta; Providence Health Care; University of British Columbia","funders":"","keywords":"Medicine; Airway; Mechanical ventilation; Prospective cohort study; Weaning; Pneumonia; Airway management; Tracheotomy; Swallowing; Anesthesia; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003582402,0.0001554222,0.0002858936,0.000126835,0.00023593,0.00001172805,0.00006799952,0.00002630773,0.0008229936],"category_scores_gemma":[0.00003029039,0.0001318465,0.00006428952,0.0004013648,0.00002688649,0.00008755823,0.000058653,0.00049008,0.000008508556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006645564,"about_ca_system_score_gemma":0.0004401702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002497715,"about_ca_topic_score_gemma":0.0001251337,"domain_scores_codex":[0.9982377,0.00009626154,0.0002212805,0.0004036119,0.0007884677,0.0002527042],"domain_scores_gemma":[0.999516,0.0000418997,0.00006023372,0.0001745251,0.00003514082,0.0001722722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000779631,0.004091419,0.9927043,0.00001768401,0.0002225713,0.0001489567,0.0008072628,0.0002696665,0.000004475401,0.00005192255,0.0004900112,0.0004120955],"study_design_scores_gemma":[0.0124615,0.002416057,0.9817781,0.000004720273,0.0001487307,0.000005213572,0.002289693,0.00005436103,0.000001456592,0.00003886009,0.0006584683,0.0001428205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946832,0.00004391663,0.0001106787,0.0005924461,0.0001838676,0.002466382,0.00002156432,0.00007705462,0.0018209],"genre_scores_gemma":[0.997516,3.224678e-7,0.0001297739,0.0008031719,0.00002314561,0.0008033234,0.0002013824,0.0000233321,0.0004995447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01168187,"threshold_uncertainty_score":0.9011203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009962806452366583,"score_gpt":0.2724472014389196,"score_spread":0.262484394986553,"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."}}