{"id":"W2974381844","doi":"10.1177/1055665619873506","title":"Nasalance-Based Preclassification of Oral–Nasal Balance Disorders Results in Higher Agreement of Expert Listeners’ Auditory-Perceptual Assessments: Results of a Retrospective Listening Study","year":2019,"lang":"en","type":"article","venue":"The Cleft Palate-Craniofacial Journal","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Mitacs","keywords":"Audiology; Active listening; Balance (ability); Perception; Medicine; Psychology; Dentistry; Physical therapy; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001652123,0.000228383,0.0004648798,0.0001287105,0.000085296,0.00002544758,0.0005287188,0.0001750504,0.00006776513],"category_scores_gemma":[0.0002074989,0.0001755397,0.000189219,0.0002976767,0.0002152824,0.00002031586,0.0001131141,0.0003859728,0.000003395123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009150071,"about_ca_system_score_gemma":0.0002291624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002952348,"about_ca_topic_score_gemma":0.0001685343,"domain_scores_codex":[0.9969242,0.000541982,0.001055511,0.0004064201,0.0007230213,0.0003488141],"domain_scores_gemma":[0.9980897,0.00008188507,0.0007965736,0.0005754627,0.0003631719,0.00009325271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003773801,0.0009151581,0.616367,0.00003810825,0.0001874501,0.000003455528,0.002021524,0.001107645,0.3739515,0.00001125135,0.0005222576,0.00110082],"study_design_scores_gemma":[0.007468232,0.001740372,0.9855022,0.0001413885,0.00002418269,0.000002820434,0.00201413,0.0006489174,0.001539649,0.00002817805,0.0006937669,0.0001961103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995785,0.00001435592,0.0000649133,0.0003352785,0.0006434555,0.0006426416,0.0001017031,0.00000499276,0.002407653],"genre_scores_gemma":[0.9987891,0.0002553648,0.0001530947,0.00002335388,0.0002279195,0.00001195968,0.00004926597,0.00002482385,0.0004651598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3724118,"threshold_uncertainty_score":0.7158302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053326260205201,"score_gpt":0.3211585094226826,"score_spread":0.2906252468206306,"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."}}