{"id":"W4389570355","doi":"10.1002/lary.31216","title":"Current Pediatric Tertiary Care Practices Following Adenotonsillectomy: An Update","year":2023,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Otorhinolaryngology; Polysomnography; Tonsillectomy; Obstructive sleep apnea; Perioperative; Tertiary care; Pediatrics; Clinical Practice; Sleep medicine; Ambulatory; Family medicine; Apnea; Sleep disorder; Surgery; Insomnia; Anesthesia; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005893114,0.0002052552,0.0002619646,0.0002934262,0.0003370521,0.00008469538,0.0003822017,0.00007239897,0.0002007228],"category_scores_gemma":[0.0005539303,0.0001379436,0.0001462132,0.001229797,0.00006767463,0.000376683,0.0002987327,0.0006352643,0.001579533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081693,"about_ca_system_score_gemma":0.0001527272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007513662,"about_ca_topic_score_gemma":0.00002672519,"domain_scores_codex":[0.9977211,0.0002914378,0.0002401373,0.0004338934,0.0007165469,0.0005969144],"domain_scores_gemma":[0.9985513,0.0002227263,0.0001487926,0.0007133282,0.0001345497,0.0002293017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002966574,0.0002759586,0.9157727,0.0006183473,0.0003308526,0.0007379975,0.005524951,0.0000121673,0.007981242,0.0001581273,0.005679994,0.06261105],"study_design_scores_gemma":[0.00298993,0.0004217486,0.945447,0.00009519148,0.000924914,0.00007042133,0.00345857,0.001477202,0.004847562,0.0002011534,0.03956521,0.0005011431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877845,0.006248442,0.0000142148,0.003007634,0.0006761506,0.0008722773,0.00001438076,0.0003598912,0.00102251],"genre_scores_gemma":[0.9977376,0.0005620577,0.0001475284,0.0002761519,0.0008250888,0.00009505722,0.0001308898,0.00006526282,0.0001603751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06210991,"threshold_uncertainty_score":0.9991978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429801818785858,"score_gpt":0.3729552767084485,"score_spread":0.3386572585205899,"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."}}