{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07407512,0.0003872843,0.0008687766,0.003479395,0.0009587872,0.002036399,0.001305229,0.0006158418,0.0009157643],"category_scores_gemma":[0.1114551,0.000555363,0.001244735,0.002381979,0.001938681,0.002033316,0.004069579,0.000671337,0.0003394749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001402917,"about_ca_system_score_gemma":0.001460434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001554594,"about_ca_topic_score_gemma":0.002557331,"domain_scores_codex":[0.9332784,0.03831317,0.01044489,0.004642084,0.01176761,0.001553885],"domain_scores_gemma":[0.8390309,0.08850116,0.03123719,0.01177713,0.02717766,0.002275983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008771655,0.000127725,0.9721532,0.0001957166,0.0004200777,0.00009078329,0.00884817,0.0002992369,0.0009305682,0.000192854,0.0002377609,0.01562663],"study_design_scores_gemma":[0.00009101516,0.001229841,0.980201,0.000199299,0.0002094384,0.0006246144,0.01023612,0.003651782,0.001660251,0.0003469924,0.001461221,0.0000884837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930117,0.0003392975,0.004516808,0.00005275413,0.00003905074,0.0004068164,0.0002166827,0.00002648683,0.001390471],"genre_scores_gemma":[0.99701,0.00007861704,0.002282729,0.00001458465,0.00001176874,0.0002696911,0.0002361828,0.00001241869,0.00008386669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07407512,"threshold_uncertainty_score":0.3917513,"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."}}