{"id":"W3216578277","doi":"10.1002/ppul.25773","title":"Pediatric tracheostomy tube decannulation with or without polysomnography: A PRO‐CON debate","year":2021,"lang":"en","type":"review","venue":"Pediatric Pulmonology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; Montreal Children's Hospital","funders":"","keywords":"Medicine; Polysomnography; Tracheostomy tube; Airway; Intensive care medicine; Airway obstruction; Surgery; Anesthesia; Apnea","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002681907,0.001025673,0.003679797,0.001558678,0.0001606855,0.00004916439,0.0003435057,0.00115449,0.0002732197],"category_scores_gemma":[0.0001602478,0.0006798562,0.0007867718,0.003137924,0.0001278329,0.0001590209,0.0001019123,0.00139853,0.0001405365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001539765,"about_ca_system_score_gemma":0.002589334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062251,"about_ca_topic_score_gemma":0.0000958954,"domain_scores_codex":[0.9955923,0.0003167161,0.001241727,0.001334824,0.0004702694,0.001044178],"domain_scores_gemma":[0.9974342,0.000277479,0.0008098861,0.0008023541,0.0002302065,0.0004458678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002702874,0.0007222001,0.06377093,0.02171484,0.0004302935,0.0006905693,0.0001103337,0.000001331895,1.471725e-7,0.00004482555,0.0007343941,0.9115099],"study_design_scores_gemma":[0.00324006,0.002120171,0.005021751,0.0013597,0.02614509,0.003649821,0.0001109603,0.00003232373,5.700336e-7,0.00003739591,0.9565502,0.001731904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004991215,0.9908985,0.0001515242,0.0002281911,0.0003747885,0.002327305,0.00005101554,0.0003265994,0.0006508004],"genre_scores_gemma":[0.002062703,0.9919705,0.00108941,0.0001318662,0.002176401,0.0006302284,0.000697739,0.0002031498,0.001037959],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9558159,"threshold_uncertainty_score":0.9995652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04494758612481407,"score_gpt":0.3318366058139679,"score_spread":0.2868890196891538,"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."}}