{"id":"W4415526731","doi":"10.1177/10556656251383886","title":"A Qualitative Exploration of Current Approaches to Evaluation and Treatment Decision-Making for Velopharyngeal Insufficiency Following Cleft Palate Repair","year":2025,"lang":"en","type":"article","venue":"The Cleft Palate-Craniofacial Journal","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Dental and Craniofacial Research","keywords":"Velopharyngeal insufficiency; Articulation (sociology); Speech therapy; Nasality; Thematic analysis; Qualitative research; Current (fluid); Perception","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0452182,0.0005692206,0.0005522752,0.002090269,0.009795238,0.005245356,0.002807698,0.001758954,0.002893451],"category_scores_gemma":[0.04959585,0.000701407,0.0005934762,0.001571497,0.01497581,0.006080242,0.006737388,0.002488263,0.0002047475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01181657,"about_ca_system_score_gemma":0.01614249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009576128,"about_ca_topic_score_gemma":0.01623713,"domain_scores_codex":[0.9492392,0.04344893,0.001263224,0.001160873,0.00266283,0.002225035],"domain_scores_gemma":[0.9307199,0.05701623,0.004373976,0.001033996,0.004060674,0.002795205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003639252,0.00003622019,0.002443488,0.0002534607,0.000005640855,0.000503798,0.9878391,0.00006007051,0.0003433235,0.002690945,0.0004988862,0.005288799],"study_design_scores_gemma":[0.000007181025,0.00002933326,0.0007637196,0.0003675309,0.00000444231,0.0001933252,0.9918624,0.0001246981,0.0001719117,0.00111307,0.005347196,0.00001513398],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506848,0.002112069,0.01852989,0.01423158,0.0002473,0.000871208,0.0002813443,0.00004634327,0.01299537],"genre_scores_gemma":[0.9901171,0.001036229,0.005495131,0.001021105,0.00002242679,0.0005210161,0.0000656539,0.00002013998,0.001701184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0452182,"threshold_uncertainty_score":0.2391396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1863193476130103,"score_gpt":0.4291871803532675,"score_spread":0.2428678327402571,"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."}}