{"id":"W4384155719","doi":"10.1177/10556656231181359","title":"Surgery for Velopharyngeal Insufficiency Following Cleft Palate Repair: An Audit of Contemporary Practice and Proposed Schema of Techniques and Variations","year":2023,"lang":"en","type":"article","venue":"The Cleft Palate-Craniofacial Journal","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Children's Healthcare of Atlanta; Seattle Children's Research Institute; National Institute of Dental and Craniofacial Research; Pennsylvania State University; Nationwide Children's Hospital; Children's Hospital of Philadelphia; Hospital for Sick Children; University of Pennsylvania; Foundation for the National Institutes of Health","keywords":"Velopharyngeal insufficiency; Audit; Schema (genetic algorithms); Medicine; Surgery; Orthodontics; Dentistry; General surgery; Computer science; Business; Accounting; Information retrieval","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007880613,0.0002199351,0.0002882693,0.006200008,0.0009928425,0.001646901,0.0006547091,0.0005226802,0.0004801794],"category_scores_gemma":[0.02673469,0.0003155389,0.0003537138,0.007863597,0.00151144,0.001751003,0.001079777,0.0006199444,0.0001555641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001933702,"about_ca_system_score_gemma":0.004231951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003994307,"about_ca_topic_score_gemma":0.008960259,"domain_scores_codex":[0.9915792,0.002083465,0.003422024,0.0005927421,0.002037711,0.0002848163],"domain_scores_gemma":[0.9680356,0.008462872,0.01465456,0.001344544,0.006990781,0.0005116935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001348319,0.0001272557,0.7023733,0.002688359,0.00006447797,0.001692572,0.007747628,0.0006056103,0.001644828,0.001224572,0.002434674,0.2792619],"study_design_scores_gemma":[0.00002144208,0.000707472,0.9078566,0.005901805,0.0001520304,0.02064889,0.02867168,0.0009691998,0.001566099,0.0006465529,0.03275288,0.0001052152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9152101,0.06801031,0.00398806,0.002450868,0.0001474842,0.0005782327,0.0008707816,0.00008758599,0.008656605],"genre_scores_gemma":[0.9262072,0.06331065,0.008243428,0.0007109591,0.00008622667,0.0002896552,0.0007112894,0.00002841231,0.0004121921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007880613,"threshold_uncertainty_score":0.04167718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03315111144784786,"score_gpt":0.3238754054653434,"score_spread":0.2907242940174955,"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."}}