{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"8e097c542550","filters":{"venue":"Walailak Journal of Science and Technology (WJST)"}},"results":[{"id":"W3175015689","doi":"10.48048/wjst.2021.9750","title":"Clustering Pandemic COVID-19 and Relationship to Temperature and Relative Humidity Among the Tropic and Subtropic Region","year":2021,"lang":"en","type":"article","venue":"Walailak Journal of Science and Technology (WJST)","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geography; Outbreak; Pandemic; Socioeconomics; Coronavirus disease 2019 (COVID-19); Subtropics; Medicine; Biology; Infectious disease (medical specialty); Virology","authors":[{"name":"Giarno Giarno","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1592271131299436,"gpt":0.3873228250705705,"spread":0.2280957119406269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00155275,0.0001450562,0.0003556033,0.0002561863,0.001051919,0.00007304004,0.0001995645,0.0001978134,0.000003532178],"category_scores_gemma":[0.02113853,0.00008824201,0.00002804893,0.0008058823,0.003043386,0.0003092631,0.0004835712,0.0006593953,2.529017e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259876,"about_ca_system_score_gemma":0.0001667382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001221968,"about_ca_topic_score_gemma":0.000176004,"domain_scores_codex":[0.9987094,0.0001052417,0.0003747492,0.0003379914,0.0002193008,0.0002533131],"domain_scores_gemma":[0.9973601,0.001753961,0.0002636616,0.0001935712,0.0002457212,0.0001829904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001779936,0.000015327,0.9776362,0.00008356282,0.00002675114,0.00007203436,0.001332423,0.000005483358,0.002634434,0.01594902,0.0003889507,0.001838065],"study_design_scores_gemma":[0.0008808064,0.000364859,0.6418524,0.0002282764,0.0001312433,0.001991,0.0051555,0.0002142948,0.0004138069,0.346321,0.002187682,0.0002591508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538978,0.003257464,0.001072756,0.04151431,0.00005306143,0.0001294109,0.00000108331,0.00003413427,0.00004001105],"genre_scores_gemma":[0.9958041,0.001477718,0.001790728,0.0007964497,0.00003343217,0.000005484007,9.494917e-8,0.000005050311,0.00008697021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3357838,"threshold_uncertainty_score":0.9996697,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898216388","doi":"10.48048/wjst.2019.3818","title":"Effects of a Physical Activity and Brain Exercise Program on Cognitive Ability of Healthy Thai Elders","year":2017,"lang":"en","type":"article","venue":"Walailak Journal of Science and Technology (WJST)","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","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":"Khon Kaen University","keywords":"Wilcoxon signed-rank test; Montreal Cognitive Assessment; Cognition; Descriptive statistics; Repeated measures design; Physical therapy; Medicine; Gerontology; Psychology; Analysis of variance; Cognitive impairment; Mann–Whitney U test; Psychiatry","authors":[{"name":"Mayuree Leethong-in","is_ca":false},{"name":"Sirimart Piyawattanapong","is_ca":false},{"name":"Sawitree Sommongkol","is_ca":false},{"name":"Supavadee THHIENGTHAMI","is_ca":false},{"name":"nutda kumniyom","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01203196234077511,"gpt":0.3608457572556926,"spread":0.3488137949149175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001140474,0.0001074146,0.0004266542,0.0004664001,0.0002675195,0.00002605402,0.0002281911,0.00008316281,0.000003054111],"category_scores_gemma":[0.002047963,0.00007531059,0.00005487839,0.000345609,0.00655424,0.0002870504,0.0001576516,0.0003881981,6.167717e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003105848,"about_ca_system_score_gemma":0.0003813756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000118738,"about_ca_topic_score_gemma":0.000001994112,"domain_scores_codex":[0.9986755,0.00003394852,0.0001839391,0.0002313065,0.0005945514,0.0002807239],"domain_scores_gemma":[0.9983644,0.0002178286,0.0003817709,0.0001885726,0.0006880561,0.0001593458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001060394,0.002190124,0.1171913,0.0004722807,0.00004331582,0.00006123819,0.0002834927,1.457795e-8,0.2309455,0.0001724084,0.00002185522,0.6475581],"study_design_scores_gemma":[0.002484897,0.009626264,0.5654368,0.0006649484,0.00008713017,0.00006306599,0.0004782842,0.0000408035,0.4201871,0.0008618233,0.00001358465,0.00005534846],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945675,0.0001714329,0.00001556496,0.004223201,0.00003416319,0.0006468834,0.000001983557,0.00001052948,0.000328766],"genre_scores_gemma":[0.9996349,0.0001816034,0.00009342973,0.00004092321,0.000016333,0.00001304317,1.025879e-7,0.000004011494,0.0000156291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6475027,"threshold_uncertainty_score":0.9961494,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809756021","doi":"10.48048/wjst.2018.3143","title":"Volatile Organic Compound (VOC) Removal via Photocatalytic Oxidation Using TiO2 Coated Nanofilms","year":2017,"lang":"en","type":"article","venue":"Walailak Journal of Science and Technology (WJST)","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Photocatalysis; Scanning electron microscope; Toluene; Materials science; Thermogravimetric analysis; Chemical engineering; Rutile; Titanium dioxide; Electrospinning; Degradation (telecommunications); Bacterial cellulose; Particle size; Cellulose; Composite material; Nuclear chemistry; Chemistry; Organic chemistry; Catalysis; Polymer","authors":[{"name":"Sunun Khami","is_ca":false},{"name":"Wipawee Khamwichit","is_ca":false},{"name":"Ratthapol Rangkupan","is_ca":false},{"name":"Kowit Suwannahong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0167613259815083,"gpt":0.256878244108152,"spread":0.2401169181266437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001235841,0.0001965076,0.0004009345,0.0007588302,0.001504409,0.0003123986,0.001167777,0.0002208378,0.0001229544],"category_scores_gemma":[0.0003244934,0.0001648153,0.00006973449,0.000872032,0.002117184,0.001174398,0.0002642141,0.0003691415,0.00003923054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168436,"about_ca_system_score_gemma":0.0003909528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589512,"about_ca_topic_score_gemma":0.0001232535,"domain_scores_codex":[0.9981048,0.00002374245,0.0005589674,0.0003417289,0.0005593585,0.000411396],"domain_scores_gemma":[0.9975914,0.00002848846,0.0009294868,0.0006826102,0.0006232071,0.0001447825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001993958,0.00004997945,0.001927429,0.000007934264,0.00003058156,0.00009757711,0.00009967314,0.00001346718,0.9922547,0.0007380286,0.00007680149,0.004683881],"study_design_scores_gemma":[0.001022804,0.0002336948,0.001707748,0.00008758685,0.0001250603,0.002647521,0.0003738167,0.0106223,0.9723099,0.004034696,0.00652399,0.0003109206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965806,0.0002329514,0.0004656842,0.0004088291,0.0003837338,0.0001443992,0.000001267411,0.00004195117,0.001740586],"genre_scores_gemma":[0.9982173,0.00005631877,0.001287304,0.00004532297,0.00006808726,0.00000151376,0.000002011963,0.00001748407,0.0003046443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01994485,"threshold_uncertainty_score":0.9997955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3044441261","doi":"10.48048/wjst.2020.5741","title":"Dementia Community Screening Program in District Health Area 11: Phase 1","year":2020,"lang":"en","type":"article","venue":"Walailak Journal of Science and Technology (WJST)","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","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":"Medicine; Dementia; Montreal Cognitive Assessment; Dyslipidemia; Cognitive impairment; Gerontology; Community health; Physical therapy; Internal medicine; Psychiatry; Cognition; Public health; Obesity; Disease; Nursing","authors":[{"name":"Tharin Phenwan","is_ca":false},{"name":"Weeratian Tawanwongsri","is_ca":false},{"name":"Phanit Koomhin","is_ca":false},{"name":"Udomsak Saengow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05203415027285388,"gpt":0.3784877382872529,"spread":0.3264535880143991,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002416143,0.0001100219,0.0003243394,0.0007504622,0.0003741548,0.00005616873,0.0003855818,0.00006888506,0.00004389136],"category_scores_gemma":[0.00088209,0.000085583,0.00004009817,0.002459653,0.001141058,0.0002893518,0.0002262581,0.0009675216,0.000002977005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100829,"about_ca_system_score_gemma":0.0006012806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002811062,"about_ca_topic_score_gemma":0.00002027115,"domain_scores_codex":[0.998142,0.00007146756,0.000427776,0.0001739033,0.0006918184,0.000493043],"domain_scores_gemma":[0.9987189,0.0000440498,0.0002479205,0.0001440296,0.0004927254,0.000352434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001233162,0.0008289867,0.6736121,0.00005487664,0.00004377363,0.0001859704,0.0003196187,2.262552e-7,0.007346192,0.00008061799,0.0008182672,0.3165861],"study_design_scores_gemma":[0.03342339,0.04854958,0.7712796,0.001290837,0.0003967385,0.00212337,0.02963754,0.002791053,0.05166858,0.001225179,0.05693658,0.0006774939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626258,0.0007540638,0.0004891001,0.03538433,0.00003164787,0.0003404657,0.000002450116,0.00003989567,0.0003322211],"genre_scores_gemma":[0.9971305,0.0002321749,0.001789478,0.0007920339,0.00002354143,0.000007976828,0.000001688947,0.000005348648,0.00001721876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3159086,"threshold_uncertainty_score":0.4204276,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2769810447","doi":"10.48048/wjst.2018.4593","title":"A Pilot Study on Antimalarial Effects of Moringa oleifera Leaf Extract in Plasmodium berghei Infection in Mice","year":2017,"lang":"en","type":"article","venue":"Walailak Journal of Science and Technology (WJST)","topic":"Moringa oleifera research and applications","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Plasmodium berghei; Parasitemia; Moringa; Malaria; Pharmacology; In vivo; Traditional medicine; Hypoglycemia; Aqueous extract; Biology; Medicine; Plasmodium falciparum; Immunology; Diabetes mellitus; Biotechnology; Endocrinology","authors":[{"name":"Somrudee NAKINCHAT","is_ca":true},{"name":"Voravuth Somsak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02786486864448008,"gpt":0.2886962508182027,"spread":0.2608313821737226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001319288,0.0001106969,0.0002519303,0.0003234915,0.0004353825,0.00009447155,0.0007064721,0.00006243329,0.00000562676],"category_scores_gemma":[0.0008420289,0.00005126173,0.00002563599,0.0008393168,0.0008415562,0.0004508917,0.0001771674,0.0004900553,0.000002592011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005636803,"about_ca_system_score_gemma":0.00006546078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004899727,"about_ca_topic_score_gemma":0.00107221,"domain_scores_codex":[0.9986274,0.00004014442,0.0003400372,0.000261651,0.0004148841,0.0003158821],"domain_scores_gemma":[0.9991217,0.0001574525,0.0003185334,0.0001219416,0.0001952322,0.00008515608],"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":[0.00008020709,0.0009291962,0.478819,0.000006571263,0.000003981486,0.00003347079,0.00004180274,0.000003721246,0.5081445,0.000385265,0.00001148544,0.01154087],"study_design_scores_gemma":[0.0007231224,0.0056245,0.9272628,0.00009879935,0.000005242779,0.00002861929,0.0001509217,0.00004085929,0.0652725,0.0006660355,0.00004544516,0.00008110164],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976967,0.00005196526,0.000001782319,0.001608527,0.0001456063,0.0003014691,0.000001368083,0.00001022346,0.0001823426],"genre_scores_gemma":[0.9997403,0.0001143986,0.00004433609,0.00001086531,0.00005856386,0.00001513869,1.839418e-7,8.074025e-7,0.00001542047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4484439,"threshold_uncertainty_score":0.3348654,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3178348146","doi":"10.48048/wjst.2018.4290","title":"Antimalarial, Anti-hemolytic, Hepatoprotective, and Nephroprotective Activities of Gynostemma pentaphyllum Leaf Extract in Plasmodium berghei Infection in Mice","year":2017,"lang":"en","type":"article","venue":"Walailak Journal of Science and Technology (WJST)","topic":"Malaria Research and Control","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":"Western University","funders":"","keywords":"Parasitemia; Plasmodium berghei; Hemolysis; Malaria; Creatinine; Pharmacology; Traditional medicine; Biology; Medicine; Immunology; Plasmodium falciparum; Internal medicine","authors":[{"name":"Voravuth Somsak","is_ca":true},{"name":"Somrudee NAKINCHAT","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01250417812766135,"gpt":0.2782240164614206,"spread":0.2657198383337593,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001916626,0.0001637746,0.0005889335,0.001882752,0.0003290093,0.00009215158,0.0003267357,0.0002013138,0.00001136018],"category_scores_gemma":[0.00143031,0.0001339903,0.00004396627,0.0006780817,0.00269602,0.001055668,0.0002081702,0.0009098104,8.240316e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293891,"about_ca_system_score_gemma":0.0005594912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007595352,"about_ca_topic_score_gemma":0.0004524345,"domain_scores_codex":[0.9982404,0.00005731082,0.0004563658,0.0003252196,0.0005235443,0.0003971968],"domain_scores_gemma":[0.9985825,0.00007021636,0.000527175,0.0002956777,0.0004062486,0.0001181807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006584433,0.0003868324,0.6617974,0.00006314762,0.00003596438,0.0003221879,0.0002973361,0.000001441468,0.3226997,0.0003228137,0.000006826878,0.01340795],"study_design_scores_gemma":[0.004403376,0.002066724,0.8655204,0.0002474482,0.00003222598,0.0007755029,0.001126252,0.0003867568,0.1244498,0.0008554037,0.00002239342,0.0001136599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952561,0.0002471284,0.00004501325,0.003213159,0.0001131435,0.0007177067,0.000002082778,0.00001077853,0.0003949502],"genre_scores_gemma":[0.9993932,0.0003125231,0.0001905136,0.00001633565,0.00003458765,0.00001588862,9.236489e-8,0.000008323408,0.00002854664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.203723,"threshold_uncertainty_score":0.9933598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}