{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"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":"9f1fb1f95913","filters":{"venue":"PSU Knowledge Bank (Prince of Songkla University)"}},"results":[{"id":"W7016682372","doi":"","title":"อตลกษณของคนไทยเชอสายจนทามกลางความหลากหลายทางวฒนธรรม","year":2011,"lang":"th","type":"dissertation","venue":"PSU Knowledge Bank (Prince of Songkla University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Chinese people; Identity (music); Context (archaeology); Chinese culture; Negotiation; Rite; Diversity (politics); China","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.00895329516658875,"gpt":0.2348278986981545,"spread":0.2258746035315657,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004052573,0.0009932821,0.0011882,0.001160296,0.0002826182,0.00004430841,0.002061296,0.001460276,0.000591689],"category_scores_gemma":[0.0001499648,0.001244461,0.001109195,0.001135358,0.0005063534,0.00004466286,0.0007606402,0.0006547292,0.0002710871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001806239,"about_ca_system_score_gemma":0.000844019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003640942,"about_ca_topic_score_gemma":0.002140726,"domain_scores_codex":[0.9961123,0.0003222586,0.0008020808,0.001609104,0.0003545177,0.0007996993],"domain_scores_gemma":[0.9952745,0.00005619615,0.001106713,0.001807165,0.001409593,0.0003458527],"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":[0.00357872,0.005525556,0.01171181,0.004106286,0.005711079,0.0004424096,0.005584413,0.00001323119,0.8455414,0.009779283,0.02175135,0.0862545],"study_design_scores_gemma":[0.001169454,0.000652515,0.00189523,0.0005224567,0.001505042,0.00001083409,0.002120809,0.00005571358,0.6040015,0.0001148083,0.3864633,0.001488394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3781931,0.006290472,0.001875084,0.00001489172,0.0004048111,0.0008887843,0.00008308045,0.000140653,0.6121092],"genre_scores_gemma":[0.7484261,0.009891422,0.001763376,0.00002418995,0.0003420562,0.000005918058,0.001757884,0.0001758813,0.2376132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.374496,"threshold_uncertainty_score":0.999836,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7016501916","doi":"","title":"ผลของการจดการในระบบวนเกษตรตอการเจรญเตบโตและผลผลตของลองกองและยางพาราภายใตระบบการปลกรวม","year":2011,"lang":"th","type":"dissertation","venue":"PSU Knowledge Bank (Prince of Songkla University)","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"International Development Research Centre","keywords":"Process (computing); Identification (biology); Product (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01630445063861788,"gpt":0.2213205304171162,"spread":0.2050160797784984,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0007208451,0.00132604,0.001632701,0.002538756,0.0009525188,0.0002630487,0.004372199,0.001272363,0.0005581846],"category_scores_gemma":[0.0001714458,0.001594641,0.0009009853,0.003388724,0.0008346609,0.00208331,0.0009093576,0.001443749,0.001042088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004336213,"about_ca_system_score_gemma":0.003123775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003912696,"about_ca_topic_score_gemma":0.0005684326,"domain_scores_codex":[0.9940091,0.0005094178,0.001217591,0.002193607,0.0007445556,0.001325773],"domain_scores_gemma":[0.993201,0.0002601791,0.001976616,0.001824202,0.002176795,0.0005612122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001507723,0.003777073,0.005753782,0.007794137,0.001627141,0.0005256933,0.03853191,0.00004953356,0.005723443,0.1245692,0.003909677,0.8062307],"study_design_scores_gemma":[0.0177945,0.00402635,0.02328742,0.02123184,0.0057212,0.0008003222,0.0304846,0.02846135,0.2127515,0.0127792,0.6253951,0.01726657],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1268182,0.007247476,0.06781165,0.000123168,0.01429636,0.001523407,0.0001732469,0.001032384,0.7809741],"genre_scores_gemma":[0.5213543,0.003120988,0.02899231,0.00003363198,0.0008403112,0.000009845259,0.0003626315,0.0002758725,0.4450101],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7889641,"threshold_uncertainty_score":0.9999491,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6997910248","doi":"","title":"สขภาวะทางจตวญญาณของผดแลผปวยมสลมทปวยเปนมะเรงระยะสดทาย","year":2011,"lang":"th","type":"dissertation","venue":"PSU Knowledge Bank (Prince of Songkla University)","topic":"Mental Health and Well-being","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Phenomenon; Feeling; Qualitative research; Affect (linguistics); Ethnography; Field research; Health care; Diversity (politics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0233655385368282,"gpt":0.2833625061441944,"spread":0.2599969676073662,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001090333,0.0008688465,0.001287328,0.001239955,0.001619367,0.00006171711,0.00225053,0.00122826,0.002919018],"category_scores_gemma":[0.0001497221,0.001085462,0.0006584793,0.00234036,0.0008970662,0.0007622146,0.00037664,0.001021824,0.001936487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008472599,"about_ca_system_score_gemma":0.002464801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006362012,"about_ca_topic_score_gemma":0.01142963,"domain_scores_codex":[0.9945754,0.0008074667,0.0009767297,0.001297942,0.0008290746,0.001513334],"domain_scores_gemma":[0.9956313,0.0003839994,0.001268397,0.0008143114,0.0008896267,0.00101235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002651534,0.003812059,0.02591172,0.008949183,0.0008405227,0.0003637877,0.2274711,0.000006845789,0.0009621758,0.5936059,0.004918112,0.1305071],"study_design_scores_gemma":[0.004213119,0.001051826,0.01699673,0.00513728,0.001411141,0.000007164716,0.1159281,0.0001353092,0.007714224,0.004911856,0.8389539,0.003539319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2219177,0.001363246,0.00008377661,0.00007126694,0.003222932,0.0009853549,0.00005865336,0.0001483376,0.7721487],"genre_scores_gemma":[0.6848364,0.005409276,0.0003728924,0.00003161969,0.0005468195,0.000003965956,0.0002124276,0.0000927579,0.3084938],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8340358,"threshold_uncertainty_score":0.9996804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7016630455","doi":"","title":"การดำรงอยและการปฏสมพนธทางวฒนธรรมของชมชนมสลมภายใตพหสงคมเมองสงขลา","year":2011,"lang":"th","type":"dissertation","venue":"PSU Knowledge Bank (Prince of Songkla University)","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Population; Rural community; Islam; Ethnic community; Rural population; Rural society","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02377626830937632,"gpt":0.2544113483067409,"spread":0.2306350799973646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007600388,0.001040425,0.001596318,0.0009459147,0.003057955,0.00005210915,0.00236661,0.001217404,0.002511356],"category_scores_gemma":[0.0002441848,0.00119964,0.001024952,0.00245533,0.001876164,0.0007828036,0.0004071297,0.00104856,0.001412309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007572475,"about_ca_system_score_gemma":0.001528027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008163875,"about_ca_topic_score_gemma":0.0166908,"domain_scores_codex":[0.9950972,0.0007799698,0.000825936,0.001384397,0.0007843828,0.001128107],"domain_scores_gemma":[0.9955267,0.0001202502,0.00132704,0.0008639694,0.001646879,0.0005152002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001306036,0.002353252,0.002517611,0.002192867,0.001732441,0.0002186419,0.6294498,0.000004755355,0.0007284431,0.3199481,0.0146486,0.02489943],"study_design_scores_gemma":[0.001085266,0.0002968288,0.001761884,0.000991833,0.001023986,0.000002172529,0.2102924,0.000006870425,0.0004228147,0.0007574536,0.7820125,0.001345935],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03536062,0.007129881,0.0000583727,0.0001409821,0.004183816,0.0008721587,0.0001049081,0.0002200658,0.9519292],"genre_scores_gemma":[0.4265388,0.004515094,0.0002827455,0.00001578763,0.0006008427,0.00000675087,0.0001337837,0.00009387524,0.5678123],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7673639,"threshold_uncertainty_score":0.9993652,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7054099839","doi":"","title":"รปแบบการมสวนรวมของมสยดในการสงเสรมสขภาพ จงหวดปตตาน","year":2019,"lang":"th","type":"dissertation","venue":"PSU Knowledge Bank (Prince of Songkla University)","topic":"Particle accelerators and beam dynamics","field":"Engineering","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":"Process (computing); Identification (biology); Product (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.009833608961436612,"gpt":0.2147440448939438,"spread":0.2049104359325072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002898845,0.0009952761,0.001337271,0.001153931,0.0002589151,0.00008435606,0.001563907,0.0009988456,0.0004729227],"category_scores_gemma":[0.00006798539,0.001259529,0.0006313858,0.001796158,0.0001870511,0.0006692953,0.0003315083,0.000987342,0.001403248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007949964,"about_ca_system_score_gemma":0.0006075228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001980164,"about_ca_topic_score_gemma":0.0005250114,"domain_scores_codex":[0.9965484,0.0001477389,0.0008045749,0.0009901235,0.0004654066,0.001043733],"domain_scores_gemma":[0.9970276,0.0002192173,0.0005243249,0.001171613,0.0006708067,0.0003864683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004610339,0.00952204,0.1518503,0.04726418,0.01077116,0.001671081,0.04789012,0.04346352,0.2153811,0.2739896,0.01088639,0.1827003],"study_design_scores_gemma":[0.01731097,0.002061088,0.1047617,0.01026164,0.005976687,0.00006251215,0.03066916,0.2610815,0.1100059,0.0007025782,0.4435758,0.01353039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8225503,0.001889885,0.001141422,0.0000214786,0.002769488,0.0007286908,0.0001867521,0.0003005826,0.1704114],"genre_scores_gemma":[0.9374542,0.001647326,0.0006467092,0.000006335416,0.0002179459,0.000002670928,0.0003188292,0.000189377,0.05951659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4326894,"threshold_uncertainty_score":0.9993743,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}