{"id":"W167020670","doi":"10.32920/ryerson.14639613","title":"Perceptual Considerations in Designing and Fitting Hearing Aids for Music","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Violin; Piano; Perception; Acoustics; Pitch (Music); Audiology; Musical; Intensity (physics); Range (aeronautics); Psychology; Speech recognition; Computer science; Art; Physics; Literature; Engineering","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":[0.005130936,0.001134404,0.0007221668,0.001282718,0.001185473,0.005604852,0.002336754,0.003210213,0.009223399],"category_scores_gemma":[0.03013121,0.001212382,0.0004788693,0.000451316,0.001235052,0.003644056,0.00240792,0.001250005,0.005577436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004315768,"about_ca_system_score_gemma":0.0006536682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151705,"about_ca_topic_score_gemma":0.002058433,"domain_scores_codex":[0.9969874,0.001218438,0.0003101354,0.0002147055,0.001085568,0.000183756],"domain_scores_gemma":[0.9942614,0.003091595,0.0002065687,0.0003615498,0.001827907,0.0002510605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001046066,0.0003148651,0.006887274,0.002099933,0.0001218503,0.004419092,0.004056749,0.01389239,0.2679217,0.0162653,0.01772661,0.6652482],"study_design_scores_gemma":[0.000614543,0.005213707,0.04052647,0.002652843,0.0006957328,0.04430993,0.02055017,0.1584801,0.1907654,0.1185599,0.4165754,0.001055791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.125388,0.009972164,0.7854326,0.01437922,0.001640616,0.001142184,0.0002993017,0.002791285,0.05895464],"genre_scores_gemma":[0.4818879,0.004686972,0.49571,0.003054411,0.0004532389,0.0003188805,0.0001442808,0.0008154871,0.01292876],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009223399,"threshold_uncertainty_score":0.03085536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1582861254072777,"score_gpt":0.3336737149230457,"score_spread":0.175387589515768,"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."}}