{"id":"W6926401206","doi":"10.23641/asha.28585145","title":"P-CHAT OTC Trial (Humes et al., 2025)","year":2025,"lang":"en","type":"other","venue":"figshare ASHA Publications","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audiologist; Hearing aid; Hearing loss; Cognition; Randomized controlled trial; Audiometry; Audiometer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008841508,0.0003446312,0.0002842483,0.0002239962,0.00007595816,0.0001944976,0.0006525663,0.0004599464,0.08851165],"category_scores_gemma":[0.0006555467,0.0003522864,0.000233067,0.0002258477,0.00003062854,0.000007911403,0.00028242,0.000198066,0.00110078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001890634,"about_ca_system_score_gemma":0.0006078215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004760015,"about_ca_topic_score_gemma":0.0002067019,"domain_scores_codex":[0.9984674,0.0000857275,0.0002751995,0.0006893235,0.0001772451,0.0003050422],"domain_scores_gemma":[0.9982297,0.00002890801,0.0002542595,0.001186885,0.000180661,0.0001195657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008214243,0.0001142828,0.00000355089,0.0000317285,0.0001613701,7.38463e-7,0.000004997297,1.81038e-7,0.0003442266,0.0003030026,0.9967492,0.002204639],"study_design_scores_gemma":[0.002397477,0.00009010824,0.00007838388,0.0001585984,0.00003277758,0.000002211557,0.000006884535,0.000001252987,0.0002488196,0.00003041494,0.9966068,0.000346281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009681812,0.001949439,0.00007129658,0.004015606,0.0006876464,0.0008652865,0.05747817,0.000212631,0.9347103],"genre_scores_gemma":[0.0001800408,0.0003596835,0.0002121925,0.004222109,0.0005721645,0.0008077066,0.1566906,0.0002148484,0.8367407],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0992124,"threshold_uncertainty_score":0.9998929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02696080478947489,"score_gpt":0.3065754305068604,"score_spread":0.2796146257173855,"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."}}