{"id":"W2006985697","doi":"10.1016/s1081-1206(10)61892-3","title":"Multidimensional voice program analysis (MDVP) and the diagnosis of pediatric vocal cord dysfunction","year":2002,"lang":"en","type":"article","venue":"Annals of Allergy Asthma & Immunology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Medicine; Vocal cord dysfunction; Laryngoscopy; Phonation; Larynx; Audiology; Intubation; Asthma; Anesthesia; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002870545,0.0001761542,0.0006108187,0.0003568999,0.00008105538,0.00000389449,0.0001111448,0.0001795007,0.0005081411],"category_scores_gemma":[0.0003027242,0.0001252337,0.0003339599,0.0007733633,0.0005206186,0.0000764944,0.00007962087,0.0002222578,0.00002600441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005924276,"about_ca_system_score_gemma":0.00002407144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004009554,"about_ca_topic_score_gemma":0.0001262376,"domain_scores_codex":[0.9985357,0.0001560609,0.0005009008,0.0002719497,0.0002508827,0.00028449],"domain_scores_gemma":[0.9985669,0.0003859035,0.0002923665,0.0003543168,0.0003426298,0.00005788235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02122865,0.01474479,0.1345954,0.0003996887,0.05569243,0.000146102,0.004959438,0.00134678,0.002295766,0.01232336,0.03440714,0.7178604],"study_design_scores_gemma":[0.009738823,0.005606682,0.8515931,0.00003930109,0.0005059596,0.00004965759,0.001081766,0.006278039,0.002612876,0.0002200511,0.1218964,0.0003773069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712392,0.02079833,0.00009952414,0.006837459,0.0001029448,0.0003267746,0.000006100872,0.00003657321,0.0005530824],"genre_scores_gemma":[0.9724706,0.02604204,0.0004419359,0.0005253091,0.00006894884,0.00006811075,0.0000309524,0.00001426616,0.0003377753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7174831,"threshold_uncertainty_score":0.5563789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03452534698772429,"score_gpt":0.2978497196120544,"score_spread":0.2633243726243301,"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."}}