{"id":"W1973683440","doi":"10.2310/7070.2002.34489","title":"Long-Term Outcome after Griggs Tracheostomy","year":2002,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Laryngotracheal stenosis; Tracheal Stenosis; Percutaneous; Surgery; Stenosis; Tracheotomy; Intensive care unit; Larynx; Radiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003464617,0.0001305166,0.000375764,0.0001101546,0.00004946295,0.000006314424,0.0001885846,0.0001045553,0.002238085],"category_scores_gemma":[0.00005620727,0.00007188424,0.0001961798,0.0001103127,0.0001568588,0.0000982905,0.00002492629,0.0005831486,0.0002210399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002754433,"about_ca_system_score_gemma":0.00001808003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005290102,"about_ca_topic_score_gemma":0.000008939282,"domain_scores_codex":[0.9988772,0.0001095922,0.0004835598,0.00007746314,0.0002003035,0.0002518821],"domain_scores_gemma":[0.9992619,0.00009712874,0.0002141228,0.0002049494,0.0000846882,0.0001371778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006078669,0.0003669195,0.9863995,0.00007321205,0.0001181786,0.0006979174,0.0007509874,0.000002574481,0.001048543,0.00003471875,0.0008125869,0.009086964],"study_design_scores_gemma":[0.00170874,0.0007508425,0.9880252,0.00003163587,0.0002853052,0.006944305,0.00004331925,0.00002174974,0.0001938955,0.00007108186,0.001841246,0.00008262803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841713,0.004123394,0.0001683703,0.009513122,0.0002442399,0.0001366018,0.000001047937,0.00001445948,0.001627433],"genre_scores_gemma":[0.9959189,0.0002700005,0.0001140729,0.002202376,0.0002642427,0.000002622279,6.486721e-7,0.00001688368,0.001210217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01174761,"threshold_uncertainty_score":0.998674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591654862504445,"score_gpt":0.2776005873228429,"score_spread":0.2516840386977985,"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."}}