{"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":"7720abe14d52","filters":{"venue":"International Humanitarian University Herald Philology"}},"results":[{"id":"W7080561430","doi":"10.32782/2409-1154.2025.73.40","title":"HALFBREED BY MARIA CAMPBELL AS A REFLECTION OF THE HYBRID IDENTITY OF THE MÉTIS","year":2025,"lang":"en","type":"article","venue":"International Humanitarian University Herald Philology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","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":"Reflection (computer programming); Identity (music); Identification (biology); Field (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007655567852716027,"gpt":0.2200466398766578,"spread":0.2123910720239418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001277735,0.00006785405,0.00009565106,0.00006162561,0.0001890838,0.00001354722,0.001682194,0.00005386957,0.0001127806],"category_scores_gemma":[0.0001055139,0.00005580978,0.00009476489,0.0002180969,0.0001548803,0.0001864218,0.000762692,0.0001508955,0.000003575578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008666169,"about_ca_system_score_gemma":0.00009890863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244565,"about_ca_topic_score_gemma":0.0004249746,"domain_scores_codex":[0.9993214,0.000112882,0.0001345422,0.0001841042,0.0001477917,0.00009926435],"domain_scores_gemma":[0.9992169,0.00006125766,0.0001689948,0.0003293956,0.000207724,0.00001568777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003150728,0.00007181273,0.00579349,0.00001269514,0.0001008282,0.00000431639,0.000271021,0.00008383131,0.005885859,0.981203,0.00637166,0.0001700483],"study_design_scores_gemma":[0.001381243,0.000106615,0.03529797,0.00009752862,0.00005412627,0.00006523404,0.0003192913,0.002245712,0.02367738,0.5749531,0.3615719,0.0002298352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5982122,0.00006412275,0.02733541,0.0812027,0.003407694,0.0003413977,0.0000434874,0.00005857637,0.2893344],"genre_scores_gemma":[0.9829177,0.000004317443,0.0001219305,0.0005156826,0.00001928638,3.330393e-7,0.000004418691,7.64066e-7,0.01641551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4062498,"threshold_uncertainty_score":0.3125964,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415936144","doi":"10.32782/2409-1154.2025.74.1.9","title":"INTERCULTURAL COMMUNICATION AND LANGUAGE POLICY IN MULTICULTURAL COUNTRIES","year":2025,"lang":"","type":"article","venue":"International Humanitarian University Herald Philology","topic":"Globalization and Cultural Identity","field":"Social Sciences","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":"Multiculturalism; Language policy; Intercultural communication; Multilingualism; Public policy; Work (physics); First language","authors":[{"name":"N. Hasiuk","is_ca":false},{"name":"I. A. Sakhnevych","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009695669811153189,"gpt":0.2962713649219572,"spread":0.286575695110804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002096576,0.0001779104,0.0002199521,0.0003792949,0.0006431113,0.0002168662,0.0007288844,0.0002207358,0.0009078998],"category_scores_gemma":[0.0001757476,0.0001962332,0.00007325817,0.0004386125,0.0007436788,0.0008092987,0.0003784193,0.0002865496,0.0000477008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045178,"about_ca_system_score_gemma":0.0001224911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05252092,"about_ca_topic_score_gemma":0.148813,"domain_scores_codex":[0.9985101,0.0004516947,0.000266679,0.0003184296,0.0001908476,0.0002622073],"domain_scores_gemma":[0.9992407,0.00009132887,0.0001390666,0.0001567457,0.0002992862,0.00007286623],"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":[0.00009401685,0.00008980207,0.006529277,0.00001485458,0.0001126638,0.00002603113,0.06490885,0.00001832774,0.00005271662,0.9259641,0.001814879,0.0003745041],"study_design_scores_gemma":[0.003484583,0.00005989353,0.1397549,0.0002702328,0.00009515545,0.00001411388,0.2004512,0.0007070578,0.00001839547,0.0139981,0.6405947,0.0005515909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7533062,0.0006180888,0.00002586706,0.08219517,0.000991067,0.0003510057,0.00007652417,0.00006129922,0.1623748],"genre_scores_gemma":[0.9733934,0.001266524,0.00005068511,0.001761535,0.0001252926,8.708831e-7,0.00009874097,0.000003652557,0.02329925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.911966,"threshold_uncertainty_score":0.9940866,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415936125","doi":"10.32782/2409-1154.2025.74.1.15","title":"MOTIVATION BEHIND CHARACTER NAMES IN AMERICAN AND CANADIAN ANIMATED FILMS AND SERIES","year":2025,"lang":"","type":"article","venue":"International Humanitarian University Herald Philology","topic":"Language, Metaphor, and Cognition","field":"Psychology","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":"Character (mathematics); Series (stratigraphy); Narrative","authors":[{"name":"О. В. Зосімова","is_ca":false},{"name":"А. В. Кононенко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01212624038784476,"gpt":0.2444770798907694,"spread":0.2323508395029247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001641261,0.0002514891,0.0003307898,0.001266286,0.0002837181,0.00008239001,0.0002642214,0.0002387898,0.002052518],"category_scores_gemma":[0.0000534244,0.0003248084,0.00004745271,0.0002336621,0.0005289646,0.00038174,0.00009138711,0.0004022094,0.00002727577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002827658,"about_ca_system_score_gemma":0.0001488489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1581826,"about_ca_topic_score_gemma":0.4758798,"domain_scores_codex":[0.9983993,0.0002828964,0.0002766411,0.0005739772,0.0001030127,0.0003641897],"domain_scores_gemma":[0.9992436,0.0001341605,0.0001622171,0.0001685911,0.0001585156,0.0001329553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001404264,0.0004396154,0.2217279,0.00006200394,0.001156785,0.001040495,0.02567546,0.000004942194,0.0005472948,0.7351825,0.002286226,0.01047254],"study_design_scores_gemma":[0.002212082,0.0002840846,0.898566,0.0000887843,0.0001094855,0.00007217535,0.009517664,0.0001387045,0.00001859657,0.009672801,0.0789852,0.0003344327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372921,0.0002805456,0.00003224903,0.01315237,0.00105528,0.0002746384,0.0002787393,0.00003033103,0.04760374],"genre_scores_gemma":[0.9877917,0.0004175995,0.00009019017,0.002146319,0.00009607295,0.000002424743,0.0002899139,0.00001370845,0.009152124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7255097,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7140222387","doi":"10.32782/2409-1154.2025.76.2","title":"COMPARATIVE CONTENT ANALYSIS OF THE DOMINANT LINGUOCULTURAL CONCEPTS LANGUE / LENGUA AS REALISED WITHIN CONTEMPORARY FRENCH-LANGUAGE AND SPANISH-LANGUAGE MEDIA DISCOURSES (BASED UPON ARTICLES FROM FRENCH, CANADIAN, SPANISH, AND MEXICAN PERIODICALS)","year":2025,"lang":"","type":"article","venue":"International Humanitarian University Herald Philology","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Content analysis; Discourse analysis; Critical discourse analysis; Content (measure theory); Field (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0456228481604557,"gpt":0.2908413755986851,"spread":0.2452185274382294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000215514,0.0003966246,0.0009422774,0.0007024262,0.000829535,0.0002744344,0.0006185562,0.0001844804,0.002433127],"category_scores_gemma":[0.0002211007,0.0003316603,0.0003310952,0.0002411921,0.001884595,0.0001872195,0.0002302829,0.0003890945,0.000003937171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240696,"about_ca_system_score_gemma":0.0006325115,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8270385,"about_ca_topic_score_gemma":0.9304767,"domain_scores_codex":[0.9976985,0.0003872604,0.0006057125,0.0006293015,0.0003518432,0.000327351],"domain_scores_gemma":[0.997921,0.0005046101,0.0004277192,0.0003792794,0.0005127172,0.0002546846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003979756,0.0004404354,0.02645423,0.00004161774,0.01195961,0.0005839673,0.3590237,0.0001864204,0.001457337,0.5979648,0.00130457,0.0001854362],"study_design_scores_gemma":[0.008094901,0.0004669404,0.2224096,0.0007802757,0.01439835,0.000007731291,0.6882849,0.02118763,0.002100495,0.006316965,0.03432165,0.001630492],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649753,0.002541843,0.00001846125,0.004843789,0.0009935908,0.000302503,0.004540092,0.00001652931,0.02176791],"genre_scores_gemma":[0.9955692,0.00006932636,0.00003553251,0.0008834677,0.0004605284,0.000002238573,0.0008471184,0.00001067624,0.002121853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5916477,"threshold_uncertainty_score":0.9999136,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}