{"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":"c4787514b385","filters":{"venue":"EccoS – Revista Científica"}},"results":[{"id":"W2801451721","doi":"10.5585/eccos.n2.446","title":"Pesquisas em educação no canadá: estratégias de investigação interdisciplinar DOI: 10.5585/EccoS.v7i2.446","year":2008,"lang":"pt","type":"article","venue":"EccoS – Revista Científica","topic":"Educational Practices and Policies","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":"Humanities; Art; Political science; Philosophy","authors":[{"name":"Thérèse Hamel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06633527485500358,"gpt":0.3540994157365283,"spread":0.2877641408815247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008285241,0.0004969626,0.0004939712,0.00471226,0.009605233,0.01469366,0.001752998,0.002903898,0.02437093],"category_scores_gemma":[0.008644276,0.0003347317,0.00032862,0.0113393,0.01574207,0.003653092,0.00569013,0.002387171,0.001733851],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08855338,"about_ca_system_score_gemma":0.2333228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9404182,"about_ca_topic_score_gemma":0.9588895,"domain_scores_codex":[0.9934241,0.001398755,0.0002099675,0.000439645,0.003279838,0.001247819],"domain_scores_gemma":[0.9909213,0.002135636,0.0006071155,0.0005446092,0.004139416,0.001651798],"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":[0.00006106783,0.0001230547,0.01289883,0.00108927,0.00002848258,0.0003866443,0.02971455,0.001258778,0.0006497875,0.5199142,0.1661465,0.2677288],"study_design_scores_gemma":[0.0000110111,0.00003255317,0.02129568,0.001952835,0.00002603375,0.0001283678,0.03148178,0.0004950711,0.0005438625,0.02351626,0.9204705,0.00004592069],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03570829,0.05761984,0.004158357,0.1925001,0.001052121,0.0002363486,0.001072273,0.0001508036,0.7075018],"genre_scores_gemma":[0.5947996,0.0820008,0.01102829,0.01036577,0.0004426737,0.0002019875,0.0006393758,0.0001348482,0.3003867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9114466,"threshold_uncertainty_score":0.6425027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405358495","doi":"10.5585/eccos.n71.26869","title":"Por uma didática sensível na educação superior: uma proposta de revisão paradigmática no ensino superior","year":2024,"lang":"pt","type":"article","venue":"EccoS – Revista Científica","topic":"Education and Public Policy","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":"Philosophy","authors":[{"name":"José Marcos Ernesto Santana de França","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03479973223679462,"gpt":0.3408327958598104,"spread":0.3060330636230157,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01489283,0.0008974501,0.0008495608,0.00362455,0.01130802,0.01629681,0.002581076,0.006509515,0.01171605],"category_scores_gemma":[0.01421081,0.0004914611,0.001045052,0.004628448,0.056888,0.02360752,0.01059807,0.01025923,0.001758817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01917725,"about_ca_system_score_gemma":0.0171642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01732797,"about_ca_topic_score_gemma":0.01675677,"domain_scores_codex":[0.9789537,0.01426967,0.0007936048,0.00229645,0.002509868,0.001176726],"domain_scores_gemma":[0.9846135,0.007821969,0.0008818462,0.001753091,0.003780517,0.001149046],"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":[0.000005237571,0.000007527207,0.0001700366,0.00005540401,0.000002012339,0.00002930158,0.01487942,0.00006391795,0.00003314584,0.9796703,0.001786998,0.003296777],"study_design_scores_gemma":[0.00001785302,0.00002986418,0.0005027134,0.0004448602,0.00001369694,0.0001250508,0.01880714,0.0006314766,0.0001956029,0.7439539,0.2352538,0.00002397122],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03112574,0.01732992,0.1019579,0.2915671,0.003169008,0.000144025,0.0001978909,0.000153077,0.5543554],"genre_scores_gemma":[0.8879621,0.008432191,0.02566258,0.01889876,0.001274204,0.0003072772,0.0001288851,0.0002086059,0.0571254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01917725,"threshold_uncertainty_score":0.1391413,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2030572944","doi":"10.5585/eccos.v7i2.446","title":"Pesquisas em educação no canadá: estratégias de investigação interdisciplinar","year":2008,"lang":"pt","type":"article","venue":"EccoS – Revista Científica","topic":"Educational Practices and Policies","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":"Humanities; Philosophy; Art","authors":[{"name":"Thérèse Hamel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06681725459807757,"gpt":0.3568902635402259,"spread":0.2900730089421483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008229327,0.0005160347,0.0006006432,0.004934296,0.01859108,0.01473074,0.00235441,0.003183355,0.007864263],"category_scores_gemma":[0.01205857,0.0003246744,0.0004455413,0.01458663,0.01507941,0.003825328,0.005153869,0.00304653,0.0003788272],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1734824,"about_ca_system_score_gemma":0.3939518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9815003,"about_ca_topic_score_gemma":0.990784,"domain_scores_codex":[0.9911571,0.002252696,0.0002840263,0.0006760827,0.003325848,0.002304283],"domain_scores_gemma":[0.9863999,0.004725823,0.0009248088,0.00053099,0.005589462,0.001829006],"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":[0.0001100338,0.000173972,0.02764033,0.001897468,0.00005152559,0.0008553229,0.1422428,0.001725243,0.001051961,0.5368443,0.08482132,0.2025859],"study_design_scores_gemma":[0.00001917586,0.00007226969,0.05569424,0.002617556,0.00006394502,0.0001751154,0.1192227,0.0006677996,0.001011125,0.01780874,0.8025615,0.00008575252],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1497733,0.08147751,0.006131272,0.3291032,0.001169008,0.0004265615,0.001544254,0.0001314471,0.4302435],"genre_scores_gemma":[0.8282458,0.05827212,0.007710651,0.01388822,0.0001875738,0.0002211568,0.0003716658,0.00005450286,0.09104823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8265176,"threshold_uncertainty_score":0.9586433,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2030311856","doi":"10.5585/eccos.v9i2.1085","title":"Da abordagem por competências e do problema da medida da competência","year":2008,"lang":"pt","type":"article","venue":"EccoS – Revista Científica","topic":"Education Pedagogy and Practices","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":"Université Laval","funders":"","keywords":"Humanities; Psychology; Philosophy","authors":[{"name":"M’hammed Mellouki","is_ca":true},{"name":"Clermont Gauthier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1051232416317194,"gpt":0.3773869106074657,"spread":0.2722636689757462,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01630267,0.001011941,0.001041574,0.003274803,0.008848493,0.02313406,0.003564009,0.004936062,0.009776837],"category_scores_gemma":[0.0249583,0.0007245771,0.001068262,0.00458925,0.02407982,0.01374211,0.009940927,0.004951196,0.001581252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.011196,"about_ca_system_score_gemma":0.01741663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01844992,"about_ca_topic_score_gemma":0.02551702,"domain_scores_codex":[0.9726623,0.0133097,0.0008026705,0.003002401,0.008004136,0.002218775],"domain_scores_gemma":[0.9788648,0.008587515,0.002794584,0.00345657,0.004619644,0.001676887],"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":[0.00004152846,0.00009396521,0.006431644,0.0005575363,0.00005405409,0.000367592,0.03071878,0.001137469,0.0008234969,0.881311,0.008635349,0.06982767],"study_design_scores_gemma":[0.00002925337,0.0001616781,0.007578591,0.001453361,0.00007117913,0.0006767142,0.05350604,0.001978965,0.001318506,0.3646782,0.5684538,0.00009377563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1174494,0.01702024,0.1133008,0.08933122,0.001803737,0.0003061818,0.0002308422,0.0003406151,0.660217],"genre_scores_gemma":[0.8993656,0.008105575,0.02956789,0.00380344,0.0005624815,0.0002847276,0.0001307645,0.0002074015,0.05797202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02313406,"threshold_uncertainty_score":0.08621782,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}