{"id":"W3012689396","doi":"10.1111/coa.13530","title":"Validity of laryngomalacia classification systems: A multi‐institutional agreement study","year":2020,"lang":"en","type":"article","venue":"Clinical Otolaryngology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Laryngomalacia; Kappa; Cohen's kappa; Pediatrics; Referral; Tertiary referral centre; Internal medicine; Surgery; Airway; Family 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":[0.000610062,0.0001567868,0.0007023862,0.00004549969,0.00006002517,0.00000516544,0.0001476795,0.000197613,0.0001162857],"category_scores_gemma":[0.0009619242,0.0001213341,0.0002243408,0.0001949792,0.0002863853,0.0000507621,0.00006952079,0.000377067,0.0001763804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002375541,"about_ca_system_score_gemma":0.0001805646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004217717,"about_ca_topic_score_gemma":0.00001583567,"domain_scores_codex":[0.99771,0.0003762576,0.001030421,0.0004384498,0.0002449339,0.0001998869],"domain_scores_gemma":[0.9987938,0.0002475404,0.0002431056,0.0002823046,0.0001553598,0.0002778291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004083204,0.003488241,0.9926994,0.0001746791,0.0001312044,0.00005589453,0.0001834294,0.00001807368,0.0005016316,0.0008698971,0.0005410446,0.0009281432],"study_design_scores_gemma":[0.0043437,0.003316069,0.9805817,0.00002800768,0.0001765574,0.00001504354,0.0004687981,0.006155238,0.000019691,0.00001021711,0.004781396,0.0001035887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913864,0.0001703663,0.002414458,0.003392093,0.0003605328,0.001196168,0.00001956993,0.00007040907,0.0009900326],"genre_scores_gemma":[0.997949,0.00004385313,0.0004904089,0.001069866,0.0002483343,0.00005735434,0.00005029441,0.00001083193,0.00008003305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01211775,"threshold_uncertainty_score":0.4947861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2073762309745,"score_gpt":0.3975885760770698,"score_spread":0.1902123451025698,"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."}}