{"id":"W3126384539","doi":"10.18692/1810-4800-2020-4-60-65","title":"Features of complex diagnostics of subjective ear noise","year":2020,"lang":"en","type":"article","venue":"Russian otorhinolaryngology","topic":"Olfactory and Sensory Function Studies","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Tinnitus; Audiology; Noise (video); Visual analogue scale; Matching (statistics); Perception; Medicine; Psychology; Computer science; Artificial intelligence; Physical therapy; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003884011,0.000627764,0.0003750138,0.001426525,0.000200114,0.0004682352,0.0003108164,0.000424775,0.00225422],"category_scores_gemma":[0.003514851,0.0001367994,0.0002716685,0.0004870229,0.0003683206,0.0003953791,0.0005113712,0.0003708443,0.000418147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001475968,"about_ca_system_score_gemma":0.0001735994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004915963,"about_ca_topic_score_gemma":0.000362143,"domain_scores_codex":[0.9994306,0.00008561293,0.0000650897,0.0001112015,0.0002202973,0.0000872028],"domain_scores_gemma":[0.9990608,0.0002407792,0.0002912343,0.00007080806,0.0001947613,0.0001417305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001822328,0.0005364327,0.6573538,0.0006323719,0.0002441069,0.06574211,0.002833565,0.001011778,0.1774691,0.001330338,0.002172145,0.08885187],"study_design_scores_gemma":[0.00006379703,0.0009199533,0.8417789,0.00007872729,0.00009926157,0.1389088,0.0009145591,0.001793825,0.01099142,0.0009974805,0.003399242,0.0000539892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811516,0.00284165,0.008719645,0.0001861653,0.00005025972,0.0001316323,0.0003465217,0.0001295508,0.00644289],"genre_scores_gemma":[0.997809,0.000422466,0.0009282068,0.00008061875,0.00003851143,0.00002749682,0.0001530422,0.000009103387,0.0005316275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00225422,"threshold_uncertainty_score":0.00754112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.119290545010444,"score_gpt":0.2715150140243965,"score_spread":0.1522244690139525,"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."}}