{"id":"W4294118404","doi":"10.1055/s-0041-1736576","title":"Tinnitus Assessment and Management: A Survey of Practicing Audiologists in the United States and Canada","year":2022,"lang":"en","type":"article","venue":"Journal of the American Academy of Audiology","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Social Innovation","funders":"","keywords":"Tinnitus; Audiology; Loudness; Medicine; Hearing loss; Population; Audiogram","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001445315,0.0001837264,0.0003136458,0.00108101,0.002547255,0.001428425,0.0009508147,0.0006543788,0.001911646],"category_scores_gemma":[0.004828663,0.000323464,0.0002639053,0.002483397,0.001100585,0.0004195115,0.001175899,0.0006797464,0.0003181248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0133716,"about_ca_system_score_gemma":0.03148933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9403371,"about_ca_topic_score_gemma":0.9652365,"domain_scores_codex":[0.9973595,0.0002644667,0.0002448087,0.0002855457,0.001256588,0.0005890683],"domain_scores_gemma":[0.9898836,0.0008526548,0.001653187,0.0001345526,0.004241653,0.003234312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005561388,0.0001004468,0.9776183,0.0001213186,0.00002795855,0.0002693191,0.004544828,0.00006064729,0.0004346917,0.00006434745,0.003968038,0.01273451],"study_design_scores_gemma":[0.00001125828,0.00006360532,0.9802514,0.0001268033,0.00001266641,0.0002599406,0.01572383,0.000194054,0.00007295934,0.00001665899,0.003249341,0.00001748941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898174,0.001381401,0.0001086912,0.002641541,0.00003738955,0.0001035825,0.001416533,0.00001404341,0.004479334],"genre_scores_gemma":[0.9946826,0.002034174,0.0003643758,0.001486014,0.00001501124,0.00004524249,0.0005184513,0.000007546817,0.0008465471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05966294,"threshold_uncertainty_score":0.1200286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05595919113904226,"score_gpt":0.3550704823610878,"score_spread":0.2991112912220456,"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."}}