{"id":"W4283458210","doi":"10.1016/j.bjps.2022.06.036","title":"Patient and surgical factors that affect the development of velopharyngeal insufficiency","year":2022,"lang":"en","type":"article","venue":"Journal of Plastic Reconstructive & Aesthetic Surgery","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thames Valley Children's Centre; Western University","funders":"Western University","keywords":"Medicine; Palatoplasty; Velopharyngeal insufficiency; Surgery; Complication; Fistula; Risk factor; Dentistry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005133154,0.0002276444,0.0003880232,0.0008685386,0.0006002148,0.0008844694,0.0003223692,0.0005396836,0.007245601],"category_scores_gemma":[0.005122548,0.0001677939,0.0004250592,0.001227063,0.0006070377,0.0004558905,0.0003260896,0.0007350196,0.0005053063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002676389,"about_ca_system_score_gemma":0.0005617499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000630463,"about_ca_topic_score_gemma":0.0007104212,"domain_scores_codex":[0.9993939,0.0001604365,0.0001101993,0.00008378405,0.0001206958,0.0001309208],"domain_scores_gemma":[0.996612,0.001740691,0.0007460645,0.0001778253,0.0001476615,0.0005756607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001219539,0.0002460425,0.9836517,0.00003679607,0.0001178741,0.004889109,0.0002947019,0.0001752893,0.003320068,0.0003531155,0.0002518979,0.005443922],"study_design_scores_gemma":[0.00001937393,0.0005524839,0.9865977,0.00001580707,0.00008615718,0.009876397,0.0006447956,0.0002937256,0.0008783097,0.0003611681,0.0006505566,0.00002360637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958241,0.0004728894,0.0001519397,0.0001340237,0.00001799396,0.000009897129,0.0002768465,0.000008726351,0.003103544],"genre_scores_gemma":[0.9992915,0.0001116411,0.00008195228,0.00002440541,0.00001654167,0.000005441907,0.0001179798,0.000005891943,0.0003446468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007245601,"threshold_uncertainty_score":0.02423894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447360277602294,"score_gpt":0.2572128102097905,"score_spread":0.2327392074337675,"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."}}