{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"38edf60f9eb6","filters":{"venue":"Higher Education for the Future"}},"results":[{"id":"W3038082852","doi":"10.1177/2347631120930838","title":"From Enrolment Rates to Collaborative Knowledge Production: A Critique to the Internationalization of Higher Education in Canada","year":2020,"lang":"en","type":"article","venue":"Higher Education for the Future","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Manitoba","funders":"","keywords":"Internationalization; Knowledge production; Sociology; Production (economics); Internationalization of Higher Education; Phenomenon; Asset (computer security); Value (mathematics); Pedagogy; Higher education; Multiculturalism; Process (computing); Diversity (politics); Public relations; Political science; Engineering ethics; Business; Knowledge management; Epistemology; Economics; Computer science; Engineering","authors":[{"name":"Rebeca Heringer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01401998590360833,"gpt":0.3412017386525226,"spread":0.3271817527489143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000212564,0.000119682,0.0001274822,0.00005084839,0.0002702339,0.00006335233,0.0003819437,0.00004712072,0.0008093746],"category_scores_gemma":[0.00009930645,0.00008898946,0.00002834725,0.001073511,0.00002868625,0.000151439,0.00002843016,0.00008472577,0.00003451483],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009399839,"about_ca_system_score_gemma":0.01298004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2228357,"about_ca_topic_score_gemma":0.5045012,"domain_scores_codex":[0.9987641,0.0001485336,0.0003003041,0.0002826489,0.0003441457,0.0001602541],"domain_scores_gemma":[0.9985178,0.0001540563,0.0001513918,0.0001913554,0.0008522172,0.0001331897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004819176,0.0001502125,0.006261087,0.00001509934,0.00002471265,2.549421e-8,0.05928634,0.000196274,0.00006348112,0.0529834,0.8756914,0.005279745],"study_design_scores_gemma":[0.00007608055,0.00001338927,0.128427,0.00003936226,0.000009212838,3.913715e-8,0.01920687,0.000001460383,0.0003482476,0.0009371869,0.8508418,0.00009933432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07214813,0.003536348,0.0001442563,0.8960921,0.02155961,0.002495134,0.00008362247,0.00002288539,0.003917973],"genre_scores_gemma":[0.9316351,0.0001014239,0.0009136919,0.01774458,0.009093908,0.001468234,0.00009374774,0.00001777196,0.03893156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8783475,"threshold_uncertainty_score":0.9926155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3043664733","doi":"10.1177/2347631120930538","title":"Internationalization in Canadian Higher Education Institutions: Ontario","year":2020,"lang":"en","type":"article","venue":"Higher Education for the Future","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Internationalization; Multinational corporation; Context (archaeology); Political science; Curriculum; Realm; Internationalization of Higher Education; Higher education; International education; Politics; Public relations; Public policy; Public administration; Economic growth; Business; Economics; International trade","authors":[{"name":"Ali Khorsandi Taskoh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03562924412076053,"gpt":0.3309631012387161,"spread":0.2953338571179556,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000220926,0.0001198444,0.00009663939,0.0001182402,0.0005885036,0.0001483302,0.0003570092,0.0001226216,0.004475881],"category_scores_gemma":[0.00003831167,0.0001087137,0.0000515864,0.0006086345,0.00006393409,0.0003796253,0.00001231384,0.0001507776,0.0001546409],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002065398,"about_ca_system_score_gemma":0.02032819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5951146,"about_ca_topic_score_gemma":0.8793701,"domain_scores_codex":[0.9988757,0.00005747252,0.0002484392,0.0002504346,0.0002862733,0.0002816812],"domain_scores_gemma":[0.9990873,0.00005085254,0.0001192083,0.0001554919,0.000302812,0.0002843861],"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":[0.000009198558,0.00009622954,0.03639312,0.00000848793,0.00001152435,7.304875e-8,0.01637112,0.00004133749,0.000002155791,0.7036103,0.2406454,0.002811006],"study_design_scores_gemma":[0.000105634,0.000005504791,0.2524711,0.00001728579,0.000009159483,1.587866e-7,0.001201681,0.000001394226,0.000002442733,0.003261503,0.7428176,0.0001065804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02380507,0.004117018,0.0001305165,0.7656745,0.0372114,0.002059037,0.00003047556,0.0001083982,0.1668636],"genre_scores_gemma":[0.8180935,0.0001320701,0.0006920713,0.02581384,0.005871032,0.0006758365,0.0002263806,0.00001711415,0.1484781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7942885,"threshold_uncertainty_score":0.9964342,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404253486","doi":"10.1177/23476311241290894","title":"Integrating Artificial Intelligence with NHEQF Descriptors for Pedagogical Excellence","year":2024,"lang":"en","type":"article","venue":"Higher Education for the Future","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Excellence; Computer science; Artificial intelligence; Psychology; Mathematics education; Philosophy; Epistemology","authors":[{"name":"Suresh Namboothiri","is_ca":false},{"name":"Thomas K. Varghese","is_ca":true},{"name":"Mendus Jacob","is_ca":false},{"name":"Joby Cyriac","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07195033710532513,"gpt":0.3641993286683267,"spread":0.2922489915630015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002141711,0.0001210169,0.00008565738,0.00005538839,0.000266342,0.0004139282,0.0005184942,0.00005702731,0.00003386787],"category_scores_gemma":[0.00001815424,0.00006770962,0.00008011802,0.0003411045,0.00003982084,0.0001772531,0.00003141211,0.0001949536,0.00001842983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003471669,"about_ca_system_score_gemma":0.0002462434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008960357,"about_ca_topic_score_gemma":0.00000815059,"domain_scores_codex":[0.9991995,0.00001745466,0.0001563006,0.0003066683,0.0001376115,0.0001824883],"domain_scores_gemma":[0.9992617,0.000246962,0.00004659184,0.0002717946,0.0001232306,0.00004968845],"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":[0.000006912554,0.00004790899,0.00003412512,0.00004755138,0.00001590342,2.689824e-7,0.001365413,0.0002203609,0.00005423052,0.827256,0.00880805,0.1621433],"study_design_scores_gemma":[0.00002802119,0.0001937131,0.00008369748,0.000148051,0.00004622359,0.000009435367,0.003064043,0.09175559,0.0004306039,0.08378894,0.8202434,0.0002082784],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001496164,0.002735045,0.9204923,0.0684464,0.006139344,0.0003215648,0.000004790136,0.0001988141,0.0001655733],"genre_scores_gemma":[0.755897,0.0000598357,0.2021576,0.0009631609,0.008250534,0.0002814664,0.00002515908,0.00003496647,0.03233027],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8114353,"threshold_uncertainty_score":0.3991519,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}