{"id":"W4392706669","doi":"10.3390/audiolres14020026","title":"Over-the-Counter (OTC) Hearing Aid Availability across the Spectrum of Human Skin Colors","year":2024,"lang":"en","type":"article","venue":"Audiology Research","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"University of California, Irvine","keywords":"Over-the-counter; Food and drug administration; Medicine; Audiology; Skin color; Hearing aid; Hearing loss; Broad spectrum; Human skin; Dermatology; Pharmacology; Computer science; Artificial intelligence","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00570265,0.000102136,0.0001779453,0.00008865377,0.0008058688,0.0001098738,0.0005873248,0.0001227846,0.000259351],"category_scores_gemma":[0.001779861,0.00005551973,0.0001056452,0.0006527879,0.002715345,0.0001006895,0.0004245213,0.0009820402,0.0002718314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110692,"about_ca_system_score_gemma":0.0001172883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005590674,"about_ca_topic_score_gemma":0.0001380608,"domain_scores_codex":[0.9967692,0.001294138,0.0003069877,0.0005242952,0.0004540976,0.0006512614],"domain_scores_gemma":[0.9951189,0.00411281,0.00003140672,0.0006179938,0.00006809362,0.00005078277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007371612,0.0000971829,0.04834846,0.000195723,0.00002045161,0.00002384996,0.007501674,0.00004460657,0.9204667,0.01750446,0.003872761,0.001850421],"study_design_scores_gemma":[0.0002414684,0.0007252012,0.8862157,0.00006728523,0.00000490555,0.00003683114,0.0007053291,0.0009103225,0.0842869,0.01722366,0.00945092,0.0001314453],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906098,0.0001313291,0.00001040495,0.00668093,0.0003250862,0.0004401297,0.00001174995,0.00004580312,0.001744761],"genre_scores_gemma":[0.9978281,0.00003153561,0.000005375705,0.0001499148,0.0001599804,0.00006287004,8.527849e-7,0.00001579117,0.001745631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8378673,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194373695978978,"score_gpt":0.4459563194028066,"score_spread":0.3265189498049088,"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."}}