{"id":"W4390675463","doi":"10.1002/lary.31252","title":"Established Adult Tracheostomy Tube Exchange: How Often is Enough?","year":2024,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Tracheostomy tube; Medicine; Tube (container); Intensive care medicine; Tracheotomy; Surgery; Engineering; Waste management","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":[0.007178951,0.0004334436,0.002160472,0.0009814515,0.001838791,0.003724128,0.001266028,0.00337232,0.003663134],"category_scores_gemma":[0.04437052,0.0003778311,0.000844374,0.001037122,0.00152849,0.006511881,0.0008916721,0.003583771,0.001877197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169535,"about_ca_system_score_gemma":0.002016509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003037864,"about_ca_topic_score_gemma":0.00830236,"domain_scores_codex":[0.9943487,0.001791847,0.001523708,0.0004554572,0.001443301,0.0004370859],"domain_scores_gemma":[0.9733813,0.01274552,0.004978006,0.0004660959,0.004826732,0.003602406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001930624,0.0006772348,0.2364346,0.004166565,0.0005035249,0.004641895,0.002912357,0.0005947873,0.001026092,0.002594163,0.08690996,0.6576082],"study_design_scores_gemma":[0.0005392867,0.002869881,0.4681986,0.06246519,0.002119121,0.06462701,0.05098702,0.004133848,0.004058843,0.02454493,0.3146453,0.0008109284],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2640805,0.4091565,0.01345382,0.2552675,0.0119553,0.0003933468,0.001291205,0.0005237754,0.0438781],"genre_scores_gemma":[0.7926068,0.1525526,0.01351316,0.02422993,0.0127618,0.0002421126,0.001046225,0.0002452331,0.002802139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007178951,"threshold_uncertainty_score":0.03796637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325439560006689,"score_gpt":0.2608980465137527,"score_spread":0.2476436509136858,"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."}}