{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"02989166a608","filters":{"venue":"Magna Scientia Advanced Research and Reviews"}},"results":[{"id":"W4406246598","doi":"10.30574/msarr.2024.12.1.0153","title":"Strengthening cross-border technology integration with a collaborative cybersecurity model for U.S. and Canada","year":2024,"lang":"en","type":"article","venue":"Magna Scientia Advanced Research and Reviews","topic":"Information and Cyber Security","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":"Computer security; Resilience (materials science); Data sharing; Cloud computing; Transparency (behavior); Computer science; Business","authors":[{"name":"Christian Chukwuemeka Ike","is_ca":false},{"name":"Sikirat Damilola Mustapha","is_ca":false},{"name":"Gideon Opeyemi Babatunde","is_ca":false},{"name":"Abidemi Adeleye Alabi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02273946639814637,"gpt":0.3910928911086761,"spread":0.3683534247105297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001089799,0.0001200442,0.0001760383,0.0002489275,0.000530256,0.0006428963,0.0002484256,0.00004535996,0.000006914833],"category_scores_gemma":[0.000159816,0.00007839149,0.00001650465,0.001246339,0.0003298893,0.0009794491,0.0001765644,0.0002743959,0.000002117438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006604325,"about_ca_system_score_gemma":0.0006279123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247977,"about_ca_topic_score_gemma":0.09006519,"domain_scores_codex":[0.9986095,0.00004968639,0.0002406942,0.0004118733,0.000330745,0.0003574562],"domain_scores_gemma":[0.998983,0.00008169108,0.0000472359,0.0002484934,0.000519781,0.0001198385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003720061,0.00003340385,0.00007458008,0.000546703,0.00001718329,0.000009081161,0.004482365,0.0001512885,0.0005783559,0.3323742,0.004610721,0.6570849],"study_design_scores_gemma":[0.0004262034,0.0002080272,0.00003587041,0.0003200704,0.000004222873,0.00002100095,0.0004082317,0.5374832,0.001037579,0.008980838,0.450864,0.0002107584],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06034983,0.04606314,0.8833078,0.004567623,0.0004551492,0.002533703,0.00007544395,0.0001618317,0.002485524],"genre_scores_gemma":[0.6689405,0.01184564,0.3102892,0.0004266243,0.00007351066,0.001015696,0.00004356843,0.00002754087,0.007337642],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6568741,"threshold_uncertainty_score":0.9265388,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413202546","doi":"10.30574/msarr.2025.14.2.0096","title":"Use of AI in teaching mathematics to persons living with disabilities: The Context of the United States","year":2025,"lang":"en","type":"article","venue":"Magna Scientia Advanced Research and Reviews","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wycliffe College","funders":"","keywords":"Context (archaeology); Inclusion (mineral); Curriculum; Narrative; Special education; Social constructivism; Psychology; Mathematics education; Computer science; Pedagogy","authors":[{"name":"William Vortia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06487227717163994,"gpt":0.3894301488779791,"spread":0.3245578717063392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002728069,0.00008104947,0.0002225466,0.0002431995,0.0002769317,0.0001318376,0.0007291783,0.00001576274,0.000002430762],"category_scores_gemma":[0.00276581,0.00003610153,0.00004342558,0.001995736,0.0004866085,0.0001739697,0.000502391,0.0004236012,0.000001020083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000219294,"about_ca_system_score_gemma":0.00008417391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001623897,"about_ca_topic_score_gemma":0.0002391912,"domain_scores_codex":[0.9983973,0.0004891002,0.0002923216,0.0002216846,0.0003428636,0.0002567458],"domain_scores_gemma":[0.9977021,0.001404395,0.00007657125,0.0005943359,0.0001734736,0.0000491756],"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":[0.00005201638,0.001928341,0.09286743,0.006844814,0.0001124091,0.00000454979,0.1574461,0.01609241,0.009766791,0.2632434,0.01461894,0.4370228],"study_design_scores_gemma":[0.0008281057,0.001058847,0.01093817,0.02295372,0.00004464792,0.000008792386,0.06186608,0.4418564,0.001487515,0.01365845,0.4447742,0.0005250782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355025,0.003023046,0.03434885,0.02538481,0.0001225397,0.001280896,0.000009367963,0.00001998722,0.0003080173],"genre_scores_gemma":[0.9456744,0.00157287,0.04307407,0.0007001516,0.00001230541,0.0000429102,0.000001744112,0.00001015916,0.008911372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4364977,"threshold_uncertainty_score":0.3311132,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}