{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"bcdc12400540","filters":{"venue":"Audiology and Speech Research"}},"results":[{"id":"W3110881360","doi":"10.21848/asr.200066","title":"Justification for Integrated Care of Dementia and Presbycusis: Focused on National Dementia Policy","year":2020,"lang":"en","type":"article","venue":"Audiology and Speech Research","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; National Research Foundation","keywords":"Dementia; Presbycusis; Medicine; Rehabilitation; Hearing loss; Cognitive decline; Audiology; Gerontology; Psychiatry; Physical therapy; Disease","authors":[{"name":"Sihun Park","is_ca":false},{"name":"Woojae Han","is_ca":false},{"name":"Kyoung-Ho Park","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2110121408514382,"gpt":0.5290061991181249,"spread":0.3179940582666867,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002504925,0.00009393563,0.0002213614,0.0002939602,0.0008342814,0.000008305344,0.0001598564,0.0002626602,0.00009650656],"category_scores_gemma":[0.00542656,0.00007783905,0.00002486721,0.0003877222,0.000270126,0.00004698613,0.0001368665,0.000763115,0.00004376226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007703382,"about_ca_system_score_gemma":0.001423189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003755893,"about_ca_topic_score_gemma":0.00009503456,"domain_scores_codex":[0.9972138,0.00107191,0.0003782305,0.0003580407,0.0003666136,0.0006114004],"domain_scores_gemma":[0.996003,0.00237122,0.0000800846,0.0001326832,0.001141403,0.0002715871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003951459,0.0002065122,0.5024327,0.007456273,0.0005783022,0.000009973915,0.01874189,0.00001416303,0.02433042,0.1137793,0.1328726,0.1956265],"study_design_scores_gemma":[0.01168235,0.007290688,0.614201,0.0007555412,0.0001359539,0.000004978759,0.01921928,0.004306047,0.0122232,0.02480547,0.3047339,0.0006415457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455433,0.002009593,0.0005108396,0.04197066,0.00008800824,0.002596136,0.0001872329,0.00004159994,0.007052665],"genre_scores_gemma":[0.9967501,0.0005560357,0.0007851627,0.0009615298,0.0002782109,0.0002942465,0.0001082256,0.00001389844,0.000252643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1949849,"threshold_uncertainty_score":0.6496491,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392788772","doi":"10.21848/asr.230137","title":"A Study on Improving Speech Perception in Noise and Cognitive-Communication Abilities in Elderly Individuals Wearing Hearing Aids through Web-Based Auditory Training","year":2024,"lang":"en","type":"article","venue":"Audiology and Speech Research","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Audiology; Psychology; Speech perception; Perception; Noise (video); Cognition; Medicine; Computer science; Artificial intelligence; Neuroscience","authors":[{"name":"Hyo Sun Chung","is_ca":false},{"name":"Junghwa Bahng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1574683141434828,"gpt":0.4125146864424031,"spread":0.2550463722989202,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005228776,0.0001528862,0.0002610613,0.0005986375,0.0003440253,0.0001658229,0.0001535223,0.0001908299,0.00001727984],"category_scores_gemma":[0.00275978,0.0001399511,0.00002933952,0.0005913425,0.0006120063,0.0003491571,0.0001669303,0.001293747,0.00001728203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001292845,"about_ca_system_score_gemma":0.0001842395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006166024,"about_ca_topic_score_gemma":0.0002028202,"domain_scores_codex":[0.9960753,0.002020027,0.000348292,0.0007190313,0.0003462341,0.0004910591],"domain_scores_gemma":[0.9946669,0.004970455,0.00002955173,0.0002337604,0.00004167541,0.0000576288],"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":[0.0001505863,0.0003135923,0.3163365,0.0002478776,0.000009884117,0.0001351971,0.05073783,0.00003346015,0.3912723,0.0005229348,0.000008707562,0.2402311],"study_design_scores_gemma":[0.00112537,0.001733458,0.9640468,0.0005738403,0.000006131227,0.00002172907,0.02604116,0.001893354,0.00200913,0.002347937,0.00002882599,0.0001722869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973623,0.0002113576,0.00001995713,0.0005857056,0.0001028739,0.0007985694,0.000003726277,0.00006123814,0.0008542562],"genre_scores_gemma":[0.9990902,0.0001215915,0.0004090162,0.00005610641,0.00006730763,0.0001470984,0.000002675705,0.00002002038,0.00008601573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6477102,"threshold_uncertainty_score":0.5707042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3046349579","doi":"10.21848/asr.200040","title":"Effects of Cognitive Function and Naming Ability on the Quality of Communication Life in the Korean Elderly","year":2020,"lang":"en","type":"article","venue":"Audiology and Speech Research","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cognition; Montreal Cognitive Assessment; Quality of life (healthcare); Psychology; Dementia; Audiology; Correlation; Elderly people; Gerontology; Cognitive impairment; Medicine; Psychiatry; Disease; Internal medicine","authors":[{"name":"Ji Young Park","is_ca":false},{"name":"Seong Hee Choi","is_ca":false},{"name":"Chul-Hee Choi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2201062803754027,"gpt":0.5234903671952387,"spread":0.303384086819836,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01675184,0.00006229104,0.0002420564,0.00007206004,0.000629186,0.00000369535,0.0002048371,0.0001772016,0.00003070799],"category_scores_gemma":[0.02333008,0.00003503904,0.0000196074,0.000332846,0.0007771943,0.00003283454,0.0001666928,0.001739197,0.00001168845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001741408,"about_ca_system_score_gemma":0.0002457336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001574866,"about_ca_topic_score_gemma":0.0002944944,"domain_scores_codex":[0.9838618,0.01488719,0.0004002251,0.0001926257,0.0003099682,0.0003481679],"domain_scores_gemma":[0.9470455,0.05224153,0.000103585,0.0002385337,0.0002687118,0.0001021271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003039676,0.0002054274,0.9052693,0.002584307,0.00004645644,0.000003113538,0.02618378,4.967168e-7,0.004968361,0.02258105,0.001283468,0.03383456],"study_design_scores_gemma":[0.0007768316,0.000995134,0.9829763,0.0002026654,0.000004464231,2.384223e-7,0.00854882,0.00006546623,0.0002521507,0.006072573,0.00007401359,0.00003132942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715814,0.0005928887,0.00002905809,0.02478057,0.00001577936,0.001307356,0.000005794231,0.000005296467,0.001681835],"genre_scores_gemma":[0.9978356,0.0006726179,0.00001180371,0.001301004,0.00003866588,0.000111277,0.000006472288,0.000004255246,0.00001834269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07770701,"threshold_uncertainty_score":0.9848968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409971912","doi":"10.21848/asr.240157","title":"Use and Acquisition of Communicative Functions and Communicative Forms by Portuguese European Toddlers with and without Hearing Impairment","year":2025,"lang":"en","type":"article","venue":"Audiology and Speech Research","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Universidade do Minho; International Council for Canadian Studies","keywords":"Portuguese; Psychology; Audiology; Linguistics; Medicine; Philosophy","authors":[{"name":"Etelvina Lima","is_ca":false},{"name":"Anabela Cruz‐Santos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1622095980098281,"gpt":0.4719500475119904,"spread":0.3097404495021624,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003190269,0.0001277541,0.000313231,0.0001936026,0.001437347,0.00001028882,0.0002384683,0.0001933963,0.00001825131],"category_scores_gemma":[0.0003703967,0.00009691714,0.00001284127,0.000228658,0.003470165,0.0001381563,0.001541586,0.001362023,0.000002422073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006225985,"about_ca_system_score_gemma":0.00008748772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006721175,"about_ca_topic_score_gemma":0.000746606,"domain_scores_codex":[0.9961421,0.002834121,0.0003202276,0.000294569,0.00009620178,0.0003127254],"domain_scores_gemma":[0.9963535,0.002200465,0.0001363299,0.0008524461,0.0003626063,0.00009463728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004253567,0.0001143647,0.9764737,0.00009612772,0.0001324524,0.000001065487,0.00172958,6.788935e-8,0.001386355,0.006042171,0.001430212,0.01216853],"study_design_scores_gemma":[0.001164193,0.0005689413,0.9808063,0.0002336625,0.00002569433,0.00001110156,0.01293491,0.0000409565,0.0001588119,0.001776999,0.002184825,0.00009361633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806045,0.002695023,0.0002768312,0.005572853,0.00001032548,0.0008243564,0.0000366809,0.00004688988,0.009932513],"genre_scores_gemma":[0.9889219,0.008424981,0.001155308,0.0002621811,0.000003380915,0.0001128782,0.00004348536,0.000009663791,0.001066211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01207491,"threshold_uncertainty_score":0.9998627,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}