{"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":"4f3d0c38b0ae","filters":{"venue":"IRA International Journal of Education and Multidisciplinary Studies"}},"results":[{"id":"W4400460043","doi":"10.21013/jems.v20.n2.p7","title":"Identity Loss and Reconstruction in The Apprenticeship of Duddy Kravitz and Day","year":2024,"lang":"en","type":"article","venue":"IRA International Journal of Education and Multidisciplinary Studies","topic":"Jewish and Middle Eastern Studies","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":"Apprenticeship; Identity (music); Psychology; Sociology; Aesthetics; Art; Linguistics; Philosophy","authors":[{"name":"Jialu Song","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.052763969143891,"gpt":0.4197005357774384,"spread":0.3669365666335475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009536588,0.00006036617,0.0001210196,0.000164071,0.000141594,0.00009439589,0.0001052957,0.00002352945,0.000002249123],"category_scores_gemma":[0.0002574162,0.00004178646,0.00002884532,0.0001001025,0.0004156145,0.0005770132,0.00007815375,0.00009660851,4.451744e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000328965,"about_ca_system_score_gemma":0.00008160497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009295643,"about_ca_topic_score_gemma":0.0008350031,"domain_scores_codex":[0.9992363,0.0001095381,0.0002547453,0.00009390515,0.0002386469,0.00006680511],"domain_scores_gemma":[0.9992594,0.0002808765,0.0001347727,0.0000297685,0.000266524,0.00002867708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003633289,0.0001808911,0.4716063,0.0001225436,0.0003126838,0.00001415719,0.2140621,0.000001306275,0.00009788258,0.05488154,0.0002220993,0.2584621],"study_design_scores_gemma":[0.0003165079,0.0000758372,0.4866371,0.0006716085,0.00007289376,0.0001665378,0.4777364,0.00002312643,0.00001760225,0.03209932,0.002091666,0.00009137746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417179,0.04939623,0.00003176885,0.005437343,0.002364825,0.00007678545,0.000003693369,0.000003106628,0.0009683936],"genre_scores_gemma":[0.9866956,0.01251911,0.0001559477,0.00002831895,0.0003760136,0.000004247034,5.713204e-7,0.00000227797,0.0002178431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2636742,"threshold_uncertainty_score":0.1704002,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2999543494","doi":"10.21013/jems.v16.n1.p2","title":"A Commentary on the Parental Role in Developing Employability Skills","year":2020,"lang":"en","type":"article","venue":"IRA International Journal of Education and Multidisciplinary Studies","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Employability; Institution; Class (philosophy); State (computer science); Developing country; Medical education; Psychology; Pedagogy; Political science; Economic growth; Public relations; Medicine; Economics; Law","authors":[{"name":"Rita Kaul","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03831423491768483,"gpt":0.3275039606294464,"spread":0.2891897257117615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003285891,0.00008661846,0.0001255717,0.0001280368,0.0001142374,0.00006907876,0.0001720453,0.0000162407,0.00004348397],"category_scores_gemma":[0.0001815911,0.00006070523,0.00003587769,0.00009899642,0.00005658741,0.000351507,0.0001606959,0.000113327,0.00001324864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001361698,"about_ca_system_score_gemma":0.00006055562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001558382,"about_ca_topic_score_gemma":0.00001972512,"domain_scores_codex":[0.9992791,0.00001322306,0.0003802598,0.0001000109,0.0001557921,0.00007159895],"domain_scores_gemma":[0.9992777,0.00008968843,0.0002630823,0.00003645551,0.0003236449,0.000009479111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001657642,0.000646231,0.8610542,0.00004415165,0.0002856679,0.000008063287,0.0218246,0.00007542827,0.00006176656,0.02564094,0.06933346,0.02085972],"study_design_scores_gemma":[0.001016178,0.00003685666,0.8330525,0.0002397145,0.00001626658,0.000006755837,0.06726698,0.0002767021,0.0000619486,0.007967488,0.08983998,0.0002186658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.777644,0.0001151001,0.000014175,0.2203925,0.001060393,0.00008513121,9.547604e-7,0.000005013591,0.0006827612],"genre_scores_gemma":[0.9563853,0.0000834954,0.0003055547,0.04230756,0.0008652215,0.000009583135,0.000006433922,0.000004679046,0.00003215214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787414,"threshold_uncertainty_score":0.2475487,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400460031","doi":"10.21013/jems.v20.n2.p5","title":"Pursuit and Hindrance: The Self-Identity of Mistress Hibbins in The Scarlet Letter and Cristina in Lives of the Saints","year":2024,"lang":"en","type":"article","venue":"IRA International Journal of Education and Multidisciplinary Studies","topic":"American and British Literature Analysis","field":"Arts and Humanities","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":"Identity (music); Psychology; Social psychology; Art; Aesthetics","authors":[{"name":"Jialu Song","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02050366007957939,"gpt":0.3263849357553584,"spread":0.3058812756757791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003156549,0.00006468807,0.0001358079,0.0001119965,0.00008871103,0.0001245994,0.0001781286,0.00001038171,0.00001343918],"category_scores_gemma":[0.0000602235,0.00003181996,0.00004959856,0.00005971001,0.0004321546,0.000238164,0.00008650889,0.0001338266,1.32593e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002203785,"about_ca_system_score_gemma":0.00004118254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001333284,"about_ca_topic_score_gemma":0.0007927172,"domain_scores_codex":[0.9993104,0.00007616593,0.0002821161,0.00007744335,0.0002049123,0.00004890344],"domain_scores_gemma":[0.9993764,0.0001952573,0.0001612695,0.00005194225,0.0002048876,0.00001020976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006941832,0.0005928528,0.08734453,0.0002853145,0.0006403674,0.00003082479,0.8636622,0.000009444409,0.0001904519,0.01817511,0.01008198,0.01891755],"study_design_scores_gemma":[0.0004552733,0.0001113577,0.6353885,0.00153331,0.0001796638,0.0001628739,0.3412929,0.0001191852,0.00004642828,0.004377281,0.0162043,0.0001288949],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679248,0.01742387,0.000001332044,0.0131639,0.0006315156,0.00006454818,0.00001635003,0.000001299081,0.0007723652],"genre_scores_gemma":[0.9970049,0.002038575,0.0000334717,0.0002541755,0.0003067492,0.000004119115,0.000001101649,0.000002665132,0.0003542121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.548044,"threshold_uncertainty_score":0.1592291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2732553081","doi":"10.21013/jems.v7.n3.p8","title":"Effect of Teachers’ Own Perception of Their Profession on Job Satisfaction and Performance in the Private Primary Schools in Yei Town, South Sudan","year":2017,"lang":"en","type":"article","venue":"IRA International Journal of Education and Multidisciplinary Studies","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Emmanuel Bible College","funders":"","keywords":"Job satisfaction; Perception; Simple random sample; Psychology; Affect (linguistics); Data collection; Social psychology; Medical education; Sociology; Social science; Demography; Medicine","authors":[{"name":"Alyaha Daniel Felix Ohide","is_ca":true},{"name":"Rosemary Wahu Mbogo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05250417565153725,"gpt":0.4256110959122525,"spread":0.3731069202607152,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001103049,0.0001101271,0.0002147774,0.0002441992,0.0001241563,0.0000195849,0.000199004,0.00005437908,0.00001479741],"category_scores_gemma":[0.000130681,0.00006603322,0.00004455549,0.0000464527,0.0001491096,0.0003611911,0.00006743867,0.0002805441,0.000001864529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007251266,"about_ca_system_score_gemma":0.0000451951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004940842,"about_ca_topic_score_gemma":0.00003419615,"domain_scores_codex":[0.998978,0.0001589845,0.0004352688,0.000121442,0.000222401,0.00008392203],"domain_scores_gemma":[0.9988635,0.0001962611,0.0005926163,0.0001359225,0.0001908992,0.00002083462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005631823,0.0001372627,0.8571285,0.00005234517,0.00005224084,0.000001135965,0.05139016,0.00001452035,0.0006445913,0.0001167086,0.00005667932,0.08984267],"study_design_scores_gemma":[0.0005902216,0.0007606397,0.9687057,0.0007699383,0.00001237476,0.000026743,0.02856409,0.00002551542,0.0002974327,0.0001627591,0.00002679522,0.00005778109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963326,0.000557443,0.000004368271,0.001245986,0.001059993,0.0001992481,0.000004429146,0.000001531938,0.0005943701],"genre_scores_gemma":[0.9982301,0.001311786,0.00007380894,0.00003943207,0.0001621643,0.00001789911,0.00000326146,0.000004705355,0.0001568582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115772,"threshold_uncertainty_score":0.2692757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3142162891","doi":"10.21013/jems.v17.n1.p2","title":"Subaltern Writing in Hag-Seed","year":2021,"lang":"en","type":"article","venue":"IRA International Journal of Education and Multidisciplinary Studies","topic":"Caribbean history, culture, and politics","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":"Tempest; Oppression; Prison; Power (physics); Dilemma; Comedy; Subaltern; Literature; Silence; Fable; Patriarchy; Sociology; Art; Philosophy; Law; Aesthetics; Gender studies; Political science; Criminology; Epistemology","authors":[{"name":"Meijiao Zhao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05405880044129843,"gpt":0.4256432902737803,"spread":0.3715844898324819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004300786,0.00006954459,0.0001472937,0.0001365118,0.0001998728,0.00005750364,0.0001278053,0.00003678107,0.00004040707],"category_scores_gemma":[0.0005657865,0.00006586273,0.00006440988,0.00009555024,0.0001580741,0.0002386895,0.00005825415,0.0001306867,0.000003007543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920951,"about_ca_system_score_gemma":0.0005414468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001348443,"about_ca_topic_score_gemma":0.001334145,"domain_scores_codex":[0.9990371,0.0001015664,0.0003435331,0.00009905243,0.0002997926,0.0001189256],"domain_scores_gemma":[0.9984314,0.0001683763,0.0001875854,0.000044355,0.001091536,0.00007676859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008277577,0.001092385,0.4290137,0.00005685586,0.0003558891,0.0001970709,0.4742113,0.00003947831,0.0007208085,0.06088321,0.009336825,0.0240097],"study_design_scores_gemma":[0.0008290809,0.00005248563,0.2765733,0.0003924744,0.00004098599,0.0001324432,0.6100376,0.00001503039,0.0001628842,0.005652381,0.1059045,0.000206837],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628877,0.01099357,0.00001681999,0.008967158,0.005158939,0.00005024528,0.0000060933,0.000006586881,0.01191285],"genre_scores_gemma":[0.9912335,0.002987233,0.0006389639,0.0002688038,0.001343353,0.000002751351,0.000004353145,0.000004549423,0.003516529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1524404,"threshold_uncertainty_score":0.2685804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398175065","doi":"10.21013/jems.v20.n2.p1","title":"The Oppression and Subversion of Annie: A Postcolonial Feminist Interpretation of A Wilderness Station","year":2024,"lang":"en","type":"article","venue":"IRA International Journal of Education and Multidisciplinary Studies","topic":"Media, Gender, and Advertising","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":"Oppression; Subversion; Wilderness; Interpretation (philosophy); Sociology; Gender studies; Political science; Philosophy; Law; Linguistics; Ecology; Politics","authors":[{"name":"Qiying Ding","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03375074339686758,"gpt":0.4317187653248458,"spread":0.3979680219279782,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006460868,0.00006255674,0.000122531,0.0001425891,0.0002398185,0.00005397667,0.0001133672,0.00003110659,0.000003767297],"category_scores_gemma":[0.0004486832,0.00004323193,0.00004542666,0.00008836543,0.0003470589,0.0002960787,0.00006597539,0.00007732508,2.230461e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006971302,"about_ca_system_score_gemma":0.0003130909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006932831,"about_ca_topic_score_gemma":0.00007613867,"domain_scores_codex":[0.9990321,0.0001022083,0.0003576369,0.00008821809,0.0003522229,0.0000676124],"domain_scores_gemma":[0.9985134,0.0005076444,0.0002997582,0.00003524174,0.0005996613,0.00004428077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005772966,0.0002757178,0.0238141,0.0002300101,0.0004176148,0.000007845452,0.6588572,0.00004676073,0.004400286,0.009985073,0.00190171,0.2994864],"study_design_scores_gemma":[0.0009739468,0.0005150614,0.1086033,0.0036233,0.0001878101,0.00007187506,0.8601494,0.002275019,0.001750323,0.01352921,0.008097499,0.0002231476],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769413,0.01298771,0.00026723,0.005891341,0.003327833,0.0001016023,0.000007902951,0.000004739124,0.0004702815],"genre_scores_gemma":[0.9925592,0.006519313,0.0003343992,0.00002087231,0.000277168,0.000002727099,0.000002756464,0.000003825499,0.0002797676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2992633,"threshold_uncertainty_score":0.1844514,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}