{"id":"W3000371240","doi":"10.3126/jucms.v7i2.27129","title":"Patterns of Pediatric Ear, Nose and Throat Disorders in a Tertiary Care Hospital of Western Nepal: A Cross-Sectional Study","year":2019,"lang":"en","type":"article","venue":"Journal of Universal College of Medical Sciences","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Nose; Throat; Otitis; Outpatient clinic; Pediatrics; Cross-sectional study; Sore throat; Ear nose and throat; Male to female; Epidemiology; Surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001657564,0.00009675431,0.0003801416,0.000413555,0.0001318433,0.000003279883,0.0004238173,0.0001525732,0.0001801142],"category_scores_gemma":[0.0003822409,0.00006747308,0.00008494248,0.0004801916,0.0002507382,0.0002586972,0.0001453348,0.0004143593,0.000001176854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006527581,"about_ca_system_score_gemma":0.002690047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007154739,"about_ca_topic_score_gemma":0.0005099814,"domain_scores_codex":[0.996717,0.0003722752,0.0009710926,0.0001641388,0.001504044,0.0002714222],"domain_scores_gemma":[0.9978871,0.0006574498,0.0008220837,0.00008325605,0.0002078272,0.0003422239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009690643,0.0004158475,0.9969506,0.0004622035,0.00001138649,0.00002647722,0.001759607,0.00001096681,0.000002611003,0.00002574837,0.0000566687,0.0001809702],"study_design_scores_gemma":[0.003039754,0.00161147,0.9667142,0.0001397578,0.0000233898,0.000001871989,0.02827322,0.00002220498,9.835998e-7,0.00001888772,0.00009291547,0.00006135087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977182,0.0007808992,0.000005936403,0.0003810207,0.0004962052,0.0004461826,0.00008479365,0.000002865276,0.00008390271],"genre_scores_gemma":[0.9991978,0.0005067657,0.000020619,0.00005148154,0.0001940527,0.000001435551,4.148506e-7,0.000004339227,0.00002307483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03023642,"threshold_uncertainty_score":0.4772029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02360567156797935,"score_gpt":0.3844899560610482,"score_spread":0.3608842844930689,"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."}}