{"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":"89940b6b9a0d","filters":{"venue":"Desafíos"}},"results":[{"id":"W4317941314","doi":"10.12804/revistas.urosario.edu.co/desafios/a.12183","title":"Pensamiento de diseño y marcos éticos para la Inteligencia Artificial: una mirada a la participación de las múltiples partes interesadas","year":2023,"lang":"es","type":"article","venue":"Desafíos","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidad de los Andes; Government of Canada","keywords":"Humanities; Philosophy; Art; Political science","authors":[{"name":"María Lorena Flórez Rojas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1243088228959551,"gpt":0.4481888196488956,"spread":0.3238799967529404,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005280135,0.0005377266,0.0006780111,0.0002853555,0.001224891,0.001786935,0.0009551182,0.0008050962,0.0002723469],"category_scores_gemma":[0.007037541,0.0005513541,0.0004523869,0.001430542,0.001603133,0.0005516555,0.0003401815,0.001042417,0.001008731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004230503,"about_ca_system_score_gemma":0.001369383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008181621,"about_ca_topic_score_gemma":0.01131511,"domain_scores_codex":[0.9930906,0.002316438,0.0007986756,0.0007082238,0.001053101,0.002033014],"domain_scores_gemma":[0.9940614,0.003751343,0.0003257056,0.0005420799,0.0003533663,0.0009661753],"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":[0.0003817437,0.001382416,0.06198961,0.0005633698,0.0007051448,0.0008616647,0.2133876,0.0001797294,0.009937596,0.6441609,0.03263453,0.03381565],"study_design_scores_gemma":[0.001193111,0.0006612235,0.1418624,0.001995034,0.000704982,0.00002675156,0.08675908,0.006726587,0.008099758,0.4576104,0.2918356,0.00252501],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504474,0.0003258059,0.0002169576,0.02410913,0.0005462933,0.0007424522,0.0001457647,0.0005335117,0.02293273],"genre_scores_gemma":[0.9939596,0.001917667,0.0001847009,0.0009444149,0.0007608639,0.0001343619,0.00003047103,0.0001044829,0.00196344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2592011,"threshold_uncertainty_score":0.9997691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389453729","doi":"10.12804/revistas.urosario.edu.co/desafios/a.13141","title":"Explaining Canada’s Unsurprising Response to Russia’s Invasion of Ukraine, 2022–2023","year":2023,"lang":"en","type":"article","venue":"Desafíos","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Carleton University","funders":"","keywords":"Multilateralism; Foreign policy; Political science; Order (exchange); Government (linguistics); Political economy; International trade; Politics; Economics; Law","authors":[{"name":"Aaron Ettinger","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03110638302349865,"gpt":0.2982667315007345,"spread":0.2671603484772358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001228272,0.00008198981,0.0001445297,0.0001565682,0.0003293463,0.00002732441,0.0002474888,0.00005895263,0.0001332313],"category_scores_gemma":[0.002286728,0.0000923582,0.00003919512,0.001105841,0.0000672809,0.0000877213,0.00005199029,0.000090834,0.00007416454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003540132,"about_ca_system_score_gemma":0.002810243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9773895,"about_ca_topic_score_gemma":0.9938105,"domain_scores_codex":[0.9985056,0.0002045125,0.0001971189,0.0001883064,0.0004771532,0.0004273145],"domain_scores_gemma":[0.9989096,0.0004883938,0.00008271311,0.0001968438,0.00004819171,0.0002742681],"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":[0.0002186486,0.000008962726,0.001291098,0.00001715476,0.00001554726,0.0001652051,0.02698632,0.0001698251,0.004943746,0.01201919,0.9460907,0.008073597],"study_design_scores_gemma":[0.0001584803,0.00002473047,0.04183793,0.00007755421,0.000003925429,9.852143e-7,0.003111065,0.00003041479,0.0008301712,0.0001884942,0.9535811,0.0001551688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480904,0.00005427079,0.00001949262,0.03609468,0.000431812,0.0002168706,0.00023194,0.00005445698,0.01480601],"genre_scores_gemma":[0.980475,0.00003774921,0.00007556038,0.002009738,0.0001590214,0.00001030275,0.000004235005,0.0000127265,0.01721566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04054684,"threshold_uncertainty_score":0.4985251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391308213","doi":"10.12804/revistas.urosario.edu.co/desafios/a.13206","title":"Guerra en la zona gris y conflicto étnico","year":2024,"lang":"es","type":"article","venue":"Desafíos","topic":"African history and culture analysis","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":"Carleton University","funders":"","keywords":"Humanities; Art","authors":[{"name":"Dani Belo","is_ca":false},{"name":"David Carment","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01200078421459722,"gpt":0.3030961102719264,"spread":0.2910953260573292,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007864575,0.0002214602,0.000305663,0.0001220443,0.0004614423,0.0003894618,0.0004170961,0.0002948144,0.003811878],"category_scores_gemma":[0.0001261923,0.0001955203,0.0003653599,0.0009255731,0.0004451053,0.0002608389,0.00005970107,0.0003676842,0.003091971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002091118,"about_ca_system_score_gemma":0.0002369978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009500777,"about_ca_topic_score_gemma":0.0003166614,"domain_scores_codex":[0.9978751,0.0005292657,0.0002706739,0.000460188,0.0004914193,0.0003733617],"domain_scores_gemma":[0.9990261,0.0003751887,0.00006454381,0.0002680077,0.00006837775,0.000197765],"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":[0.00002681403,0.0001818394,0.001027471,0.0001775588,0.0008333891,0.0004229246,0.2025531,0.00001634214,0.00108339,0.5082848,0.2377612,0.04763121],"study_design_scores_gemma":[0.00007741524,0.00003772649,0.0005105921,0.00008773044,0.0003601256,0.000003915936,0.006624634,0.0001141979,0.00004069954,0.0008006245,0.991073,0.0002693365],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04064445,0.009612684,0.0003408162,0.006869651,0.001416017,0.0002727402,0.00008554998,0.000422055,0.940336],"genre_scores_gemma":[0.9333484,0.001044007,0.00005722199,0.000403663,0.001065855,0.00002144968,0.00001318707,0.00002479229,0.0640214],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.892704,"threshold_uncertainty_score":0.9976842,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}