{"id":"W4312114187","doi":"10.1177/10556656221147159","title":"Protocol for a Prospective Observational Study of Revision Palatoplasty Versus Pharyngoplasty for Treatment of Velopharyngeal Insufficiency Following Cleft Palate Repair","year":2022,"lang":"en","type":"article","venue":"The Cleft Palate-Craniofacial Journal","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; National Institute of Dental and Craniofacial Research; Hospital for Sick Children; BC Children's Hospital","keywords":"Medicine; Palatoplasty; Velopharyngeal insufficiency; Observational study; Pharyngeal flap; Prospective cohort study; Incidence (geometry); Surgery; Internal medicine","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":[0.001284387,0.0003039941,0.0005142957,0.000107534,0.001017459,0.00003513644,0.0004206889,0.0001027307,0.00006222775],"category_scores_gemma":[0.0002579136,0.0002269174,0.000690014,0.0002862055,0.00009124015,0.00002030538,0.0001946428,0.0002018401,7.550417e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001418168,"about_ca_system_score_gemma":0.0004999527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002222839,"about_ca_topic_score_gemma":0.0000173849,"domain_scores_codex":[0.9971481,0.0003291651,0.0009023424,0.0004654279,0.0006732197,0.0004817601],"domain_scores_gemma":[0.9982882,0.000237133,0.0005618716,0.0003796192,0.0003876337,0.0001455343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01531921,0.005831999,0.9253145,0.0001758331,0.001247032,0.00002178037,0.003240446,0.002402998,0.04164911,0.0001073396,0.0006547527,0.004034957],"study_design_scores_gemma":[0.04910693,0.04369182,0.8553112,0.000087555,0.0003887514,0.0001039649,0.003213035,0.001991984,0.001667396,0.0003074915,0.04340674,0.0007231049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480903,0.000005019855,0.0002016317,0.00008621806,0.0004938524,0.05084444,0.000181795,0.00001624935,0.00008056433],"genre_scores_gemma":[0.9764113,0.00002565907,0.0003260629,0.00001781833,0.000446926,0.02250776,0.00005785308,0.00004764758,0.0001589886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07000331,"threshold_uncertainty_score":0.9253424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09443337649161518,"score_gpt":0.3832317792623521,"score_spread":0.288798402770737,"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."}}