{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":5,"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":"d66e47ded916","filters":{"venue":"Journal of Public Health and Development"}},"results":[{"id":"W4410009381","doi":"10.55131/jphd/2025/230220","title":"Bibliometric exploration of artificial intelligence applications in healthcare: trends and future directions","year":2025,"lang":"en","type":"article","venue":"Journal of Public Health and Development","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National and Kapodistrian University of Athens; VIT University; King Abdulaziz University; Universiteit van Amsterdam; University of Toronto; University College London; National University of Singapore; Chandigarh University; Amity University; Imperial College London; Aalborg Universitet; Universiteit Maastricht; Macquarie University; Amsterdam University Medical Centers","keywords":"Health care; Data science; Computer science; Artificial intelligence; Political science","authors":[{"name":"Animesh Sharma","is_ca":false},{"name":"Rahul Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2570685891596189,"gpt":0.4591974507893609,"spread":0.202128861629742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.03703138,0.0008844791,0.001987511,0.09878446,0.001843353,0.01459056,0.002022623,0.0009659533,0.003894926],"category_scores_gemma":[0.1256687,0.0005109897,0.001577487,0.2410942,0.002286391,0.0104992,0.004363843,0.001315243,0.001082376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00439185,"about_ca_system_score_gemma":0.01363874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01110259,"about_ca_topic_score_gemma":0.01709096,"domain_scores_codex":[0.963156,0.01698521,0.005267288,0.00238795,0.01129156,0.0009119881],"domain_scores_gemma":[0.7955578,0.1304967,0.02753222,0.01080517,0.03367732,0.00193087],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001269036,0.0001323542,0.2386353,0.02076052,0.001296661,0.0003568032,0.008815574,0.003704612,0.0009659929,0.110714,0.04124762,0.5732437],"study_design_scores_gemma":[0.00005609261,0.000213534,0.2816775,0.01717007,0.001065195,0.001670162,0.03300815,0.02085976,0.002352839,0.1258457,0.5157653,0.000315665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2531821,0.2958569,0.1191751,0.1190921,0.002360462,0.001367678,0.05623931,0.003842003,0.1488843],"genre_scores_gemma":[0.7465283,0.1143482,0.1079092,0.002960379,0.002077647,0.001062352,0.02139951,0.000431577,0.003282956],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9629686,"threshold_uncertainty_score":0.195843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387477102","doi":"10.55131/jphd/2023/210323","title":"Knowledge, attitude, and practice of using food labels among medical students: A cross-sectional study in Haiphong, Vietnam","year":2023,"lang":"en","type":"article","venue":"Journal of Public Health and Development","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Cross-sectional study; Reading (process); Residence; Vietnamese; Pharmacy; Nutrition facts label; Medicine; Environmental health; Population; Alternative medicine; Logistic regression; Family medicine; Medical education; Psychology; Demography","authors":[{"name":"Duyen Pham Thi","is_ca":false},{"name":"Hoa Ho Van","is_ca":true},{"name":"Tham Nguyen Thi","is_ca":false},{"name":"Tan Chu Khac","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1471765179718102,"gpt":0.456294256604351,"spread":0.3091177386325408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000799237,0.000184737,0.0002814565,0.0005883796,0.0006925291,0.0006913446,0.0002812873,0.0005341796,0.001374083],"category_scores_gemma":[0.001670573,0.000510625,0.0002563601,0.0008158047,0.0004639848,0.0005485903,0.000426997,0.0006800554,0.0002858426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007665112,"about_ca_system_score_gemma":0.0008207416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02471714,"about_ca_topic_score_gemma":0.02521438,"domain_scores_codex":[0.9995862,0.0001077824,0.00004869828,0.00005709227,0.0000927486,0.0001074875],"domain_scores_gemma":[0.9983383,0.0003266745,0.0005021949,0.00005158582,0.0002615078,0.0005196248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003538037,0.0002493181,0.995503,0.0000319559,0.00001707821,0.0000987266,0.002423859,0.00001491271,0.0002222775,0.00001604105,0.00009902778,0.001288422],"study_design_scores_gemma":[0.000007165345,0.0003507691,0.9922255,0.00002304045,0.00001131483,0.0001472377,0.006698713,0.0001127014,0.00006277283,0.0000114393,0.0003418608,0.000007508007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994419,0.00005549198,0.0000163593,0.00006045074,0.000002111047,0.00001458268,0.00008909868,6.268169e-7,0.0003193419],"genre_scores_gemma":[0.9995203,0.00008688819,0.00004128545,0.00007305228,0.000002505187,0.00001448943,0.0000634469,6.326189e-7,0.0001974055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02471714,"threshold_uncertainty_score":0.04914659,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391004029","doi":"10.55131/jphd/2024/220107","title":"Knowledge, attitudes, and practices toward dietary salt intake among adults in Haiphong, Vietnam","year":2024,"lang":"en","type":"article","venue":"Journal of Public Health and Development","topic":"Sodium Intake and Health","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Vietnamese; Environmental health; Logistic regression; Medicine; Consumption (sociology); Dietary salt; Cross-sectional study","authors":[{"name":"Mai Luong Vu Ngoc","is_ca":false},{"name":"Tham Nguyen Thi","is_ca":false},{"name":"Hoa Ho Van","is_ca":true},{"name":"Tan Chu Khac","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09544619832040553,"gpt":0.3870590627006305,"spread":0.291612864380225,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000391666,0.0001312141,0.0001667871,0.0002827653,0.0006026286,0.0004973621,0.0001729034,0.0002179861,0.001346965],"category_scores_gemma":[0.0009383431,0.0002024656,0.0001236618,0.00040057,0.0003064773,0.0004006338,0.0002748443,0.000320672,0.0001356232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006031676,"about_ca_system_score_gemma":0.001009127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07505872,"about_ca_topic_score_gemma":0.07302717,"domain_scores_codex":[0.9998206,0.00004045546,0.00001988577,0.00002534803,0.0000354124,0.00005824647],"domain_scores_gemma":[0.9994897,0.00008693692,0.0001188254,0.00001289026,0.00008830125,0.0002034382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003735469,0.000190123,0.9823845,0.00005456504,0.00001858053,0.0002008681,0.01060131,0.00003062769,0.0003985325,0.00004907377,0.0002576704,0.005776726],"study_design_scores_gemma":[0.000006681011,0.0002638507,0.9830428,0.00004856538,0.00001130318,0.0001676718,0.01543332,0.0001621249,0.0000674553,0.00003604869,0.0007524318,0.000007740609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999351,0.00005454012,0.00001267858,0.00006952688,0.00000159525,0.000008323227,0.00006063346,6.131824e-7,0.000441252],"genre_scores_gemma":[0.9995432,0.00009388763,0.00002850504,0.00004543795,0.000001514785,0.000008187521,0.00003626227,2.96114e-7,0.0002427179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07505872,"threshold_uncertainty_score":0.1492437,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312205210","doi":"10.55131/jphd/2023/210115","title":"Effects of integrated interventions on the brain’s ability of elderly people with mild cognitive impairment","year":2022,"lang":"en","type":"article","venue":"Journal of Public Health and Development","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Psychological intervention; Montreal Cognitive Assessment; Cognitive impairment; Psychology; Cognition; Test (biology); Elderly people; Gerontology; Physical therapy; Medicine; Psychiatry","authors":[{"name":"Patcharaporn Wongarsa","is_ca":false},{"name":"Yuttachai Chaiyasit","is_ca":false},{"name":"Jutharat Saowaphan","is_ca":false},{"name":"Narumol Muthawan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04488744299790325,"gpt":0.3480448583984417,"spread":0.3031574154005385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148893,0.0009007311,0.001483366,0.0006005916,0.0009849163,0.0004779591,0.000601458,0.0008364434,0.003272782],"category_scores_gemma":[0.001705764,0.0005777678,0.001039762,0.0002697041,0.0006234715,0.0004853343,0.0009543556,0.000938041,0.0002710473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000501619,"about_ca_system_score_gemma":0.001413651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001454317,"about_ca_topic_score_gemma":0.002956195,"domain_scores_codex":[0.9990169,0.0003178807,0.0001197835,0.000175737,0.0001565796,0.0002130534],"domain_scores_gemma":[0.9989471,0.0003016452,0.0001816032,0.00009569015,0.00009521987,0.0003787081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.07895067,0.7883046,0.01565694,0.001889206,0.0005478329,0.0001854712,0.002226979,0.0005944345,0.01333149,0.0002166592,0.0003660908,0.09772961],"study_design_scores_gemma":[0.02798487,0.8224936,0.1421113,0.0001384975,0.0004765489,0.00005589881,0.0007865232,0.0006358923,0.003477368,0.0002020201,0.001590378,0.00004715261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981798,0.0001284915,0.000104643,0.00003020006,0.00002627563,0.001133147,0.000047352,0.000007275556,0.0003428557],"genre_scores_gemma":[0.9878714,0.0004230423,0.003189861,0.0001150936,0.0001021405,0.00658067,0.0001641909,0.000002265043,0.001551427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003272782,"threshold_uncertainty_score":0.01094854,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410008454","doi":"10.55131/jphd/2025/230225","title":"Global bibliometric analysis of pharmacists’ competency exam and educational trends","year":2025,"lang":"en","type":"article","venue":"Journal of Public Health and Development","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medical education; Library science; Medicine; Computer science","authors":[{"name":"Dimas Aditya Suhendar","is_ca":false},{"name":"Anna Wahyuni Widayanti","is_ca":false},{"name":"Nanang Munif Yasin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.268821173066603,"gpt":0.5509102021413718,"spread":0.2820890290747687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01345822,0.000870873,0.002065747,0.1710761,0.001245496,0.004967418,0.000979291,0.0006673333,0.005100283],"category_scores_gemma":[0.06324708,0.0003588656,0.002848249,0.2240783,0.0009928434,0.003613477,0.002663092,0.0007124222,0.001116237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002481648,"about_ca_system_score_gemma":0.00642532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008789788,"about_ca_topic_score_gemma":0.008409685,"domain_scores_codex":[0.9824771,0.002675555,0.00451387,0.00183669,0.007815977,0.000680796],"domain_scores_gemma":[0.9281886,0.03942538,0.01264717,0.002889055,0.01583127,0.001018548],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000355114,0.0001484068,0.4920468,0.05586584,0.005854709,0.0009211287,0.004868534,0.004045436,0.002542796,0.01056499,0.03717083,0.3856154],"study_design_scores_gemma":[0.00007698777,0.0002449106,0.8084649,0.008598167,0.004581252,0.001379766,0.00569084,0.005446414,0.002604846,0.00660793,0.1561028,0.0002012237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5265886,0.1346124,0.01184557,0.00578181,0.0006908731,0.001582343,0.2526041,0.001231343,0.06506301],"genre_scores_gemma":[0.8206854,0.07170086,0.01368027,0.0004039248,0.0006119658,0.001852518,0.0865194,0.0002075834,0.004338016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9865418,"threshold_uncertainty_score":0.07117474,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"}]}