{"id":"W2152489878","doi":"10.1080/140154302760409293","title":"Hidden respiratory allergies in voice users: treatment strategies","year":2002,"lang":"en","type":"article","venue":"Logopedics Phoniatrics Vocology","topic":"Musicians’ Health and Performance","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeshore General Hospital","funders":"","keywords":"Medicine; Allergy; Larynx; Laryngitis; Desensitization (medicine); Airway; Asthma; Dermatology; Anesthesia; Immunology; 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":[0.0003014716,0.0002816135,0.0005511834,0.0004599978,0.0001235116,0.00002577575,0.0001650029,0.0003904327,0.0006130395],"category_scores_gemma":[0.00009281792,0.0002431911,0.00009016872,0.0006456001,0.0001471514,0.0001736702,0.0000493822,0.0004390719,0.0004503755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004010611,"about_ca_system_score_gemma":0.0004625983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000356627,"about_ca_topic_score_gemma":0.001491899,"domain_scores_codex":[0.9978836,0.0001128097,0.0005882682,0.0004229623,0.0002630971,0.000729254],"domain_scores_gemma":[0.9988281,0.0002226109,0.0001572488,0.00043823,0.00009010233,0.0002637105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001599856,0.004114297,0.7078903,0.001418586,0.0002877837,0.003139759,0.01425481,0.0006228146,0.0010331,0.006200941,0.1191247,0.140313],"study_design_scores_gemma":[0.007417724,0.004535164,0.122099,0.00004790109,0.0001021577,0.00011803,0.001140738,0.00205203,0.00009814803,0.0004119451,0.8615335,0.0004436931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542112,0.00605862,0.00003579216,0.003185183,0.001792702,0.001264657,0.00001274214,0.0001421536,0.03329694],"genre_scores_gemma":[0.9787289,0.007066735,0.0008196694,0.008889578,0.002194222,0.0002783466,0.00002213881,0.00005176055,0.001948682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7424088,"threshold_uncertainty_score":0.9917044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0686420884542596,"score_gpt":0.3251041693947512,"score_spread":0.2564620809404916,"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."}}