{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002906932,0.0001761189,0.000341793,0.0001532078,0.0003763783,0.00005335188,0.0001950145,0.0001844598,0.00000560288],"category_scores_gemma":[0.0009298311,0.0001387792,0.0002270559,0.0002678243,0.0002137357,0.00004907449,0.0001384841,0.0002420727,7.745281e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001090222,"about_ca_system_score_gemma":0.0004206555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003934601,"about_ca_topic_score_gemma":0.000005188791,"domain_scores_codex":[0.9982033,0.0002900896,0.0006066068,0.0002805493,0.0003036442,0.0003157934],"domain_scores_gemma":[0.9985443,0.0003436218,0.0003727292,0.0002616156,0.0003097351,0.0001679624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001134914,0.0005853414,0.4482051,0.0004006389,0.0007960305,0.0001294379,0.001882835,0.00002106293,0.5319374,0.0005215629,0.00217027,0.0122154],"study_design_scores_gemma":[0.00542508,0.004077069,0.9054908,0.0006636601,0.0005608856,0.001558235,0.0034702,0.00277844,0.02909954,0.003126535,0.04228815,0.001461383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977037,0.00006404003,0.0003369777,0.0007320063,0.0002046836,0.0004990714,0.00005664094,0.00004208433,0.0003607433],"genre_scores_gemma":[0.9967756,0.001644909,0.001080402,0.00004801133,0.0002906677,0.000008570592,0.00004355938,0.00003116064,0.00007713829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5028378,"threshold_uncertainty_score":0.5659251,"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."}}