{"id":"W4285588554","doi":"10.1002/lary.30286","title":"Documentation in Pediatric Microlaryngoscopy/Bronchoscopy: International Modified Delphi Consensus","year":2022,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Hospital for Sick Children; Montreal Children's Hospital; University of Toronto; SickKids Foundation; Western University","funders":"","keywords":"Medicine; Checklist; Bronchoscopy; Laryngoscopy; Delphi method; Documentation; Subglottic stenosis; Likert scale; Delphi; Airway; General surgery; Surgery; Medical physics; Intubation; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007649364,0.0001959302,0.0002845745,0.0003259314,0.0001608201,0.00005715947,0.0003979816,0.00003601054,0.0009523392],"category_scores_gemma":[0.0001765209,0.0001585718,0.00007426224,0.0006346027,0.0001134205,0.0001491435,0.000298918,0.0006134772,0.0001253606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003156001,"about_ca_system_score_gemma":0.0001832723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002379396,"about_ca_topic_score_gemma":0.00001410878,"domain_scores_codex":[0.9979798,0.0001476488,0.000461068,0.0003498034,0.0007056373,0.0003560907],"domain_scores_gemma":[0.9991126,0.0001704257,0.0001470837,0.000396825,0.00007106248,0.0001019888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007097737,0.003845833,0.5909913,0.0005274913,0.0006463535,0.002700725,0.0124053,0.004528738,0.07051323,0.006558952,0.2864933,0.01369103],"study_design_scores_gemma":[0.05450343,0.004206061,0.6936381,0.0005316841,0.001563756,0.004362806,0.00917018,0.03661281,0.009837319,0.007947292,0.1750311,0.002595401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942763,0.0009044048,0.00009949924,0.01870102,0.001091618,0.0007770844,0.00002709691,0.0001123823,0.03552384],"genre_scores_gemma":[0.9880535,0.0001355044,0.0006874584,0.006289397,0.000345936,0.0001577806,0.0001618069,0.00004465922,0.004123928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1114622,"threshold_uncertainty_score":0.9999609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01619754579467044,"score_gpt":0.2969160920882493,"score_spread":0.2807185462935788,"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."}}