{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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"},"query_hash":"94d376b44bbf","filters":{"venue":"Informe GEPEC"}},"results":[{"id":"W2973973237","doi":"10.48075/igepec.v23i0.22753","title":"DO DESENVOLVIMENTO REGIONAL AO DESENVOLVIMENTO TERRITORIAL: UMA COMPARAÇÃO QUÉBEC - BRASIL (1960-2010)","year":2019,"lang":"pt","type":"article","venue":"Informe GEPEC","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science; Regional development; Humanities; Geography; Regional science; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.06823072737335768,"gpt":0.3309899190658672,"spread":0.2627591916925095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001092563,0.0007789999,0.0008596204,0.0004363882,0.0009540977,0.0007929769,0.001513907,0.0006588192,0.004597573],"category_scores_gemma":[0.0001261415,0.0007542673,0.0005010785,0.0009005051,0.0006261261,0.00164655,0.0003707063,0.0006201947,0.01874479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537246,"about_ca_system_score_gemma":0.00382301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.134286,"about_ca_topic_score_gemma":0.05468479,"domain_scores_codex":[0.9937273,0.0002271252,0.001228209,0.0008128522,0.002316451,0.00168805],"domain_scores_gemma":[0.9967993,0.0005566505,0.0006567648,0.000820878,0.0003631685,0.0008032711],"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":[0.000309024,0.0002844777,0.1215703,0.0001399346,0.000427351,0.00001944282,0.06704824,0.00002009272,0.0002142024,0.02708445,0.7782922,0.004590259],"study_design_scores_gemma":[0.001654144,0.000203216,0.03503793,0.0002578163,0.00006234238,0.00001436176,0.008333068,0.00009958348,0.00008804051,0.001160302,0.9520377,0.001051503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.699017,0.002937548,0.0000346861,0.02351732,0.02332901,0.002715774,0.00008871507,0.0004411773,0.2479187],"genre_scores_gemma":[0.5598845,0.0007038605,0.0002251528,0.002858232,0.005515133,0.00008381437,0.0001720358,0.0000956814,0.4304615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1825428,"threshold_uncertainty_score":0.9994909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2626440906","doi":"10.48075/igepec.v13i2.1880","title":"A INFLUÊNCIA DOS INVESTIMENTOS ESTATAIS NO DESENVOLVIMENTO ECONÔMICO DOS MUNICÍPIOS PARANAENSES","year":2009,"lang":"pt","type":"article","venue":"Informe GEPEC","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.03232184708252315,"gpt":0.2368811547191994,"spread":0.2045593076366763,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007831916,0.0009332501,0.001444098,0.0008567607,0.0005265556,0.0006780161,0.001188407,0.0006589018,0.002328343],"category_scores_gemma":[0.0004213355,0.001155675,0.0005803011,0.0005259865,0.0003119161,0.002173823,0.0002805836,0.0007735661,0.02619732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007253513,"about_ca_system_score_gemma":0.0002387639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001305238,"about_ca_topic_score_gemma":0.0002122373,"domain_scores_codex":[0.994301,0.00003777247,0.002674708,0.001052437,0.0001367046,0.001797338],"domain_scores_gemma":[0.9962162,0.0001714807,0.001258564,0.00147401,0.00009830044,0.0007813923],"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":[0.001255039,0.001786622,0.1258971,0.001007352,0.002137387,0.0001912219,0.03162713,0.001191884,0.0002752844,0.4722194,0.3311423,0.03126924],"study_design_scores_gemma":[0.009293648,0.002752384,0.1225465,0.0004120418,0.0001989157,0.00009842547,0.001102468,0.03284249,0.001230502,0.155431,0.6690972,0.004994437],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.62842,0.004126749,0.0001949279,0.005998491,0.00219189,0.001813885,0.001795285,0.0002981715,0.3551606],"genre_scores_gemma":[0.9709918,0.0007275548,0.0003783075,0.01268964,0.0008652916,0.00007429783,0.0002051555,0.00009462504,0.01397325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3425719,"threshold_uncertainty_score":0.9990893,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2744455497","doi":"10.48075/igepec.v13i1.2568","title":"L’APPROCHE QUANTITATIVE ET QUALITATIVE DANS LES ÉTUDES DU DÉVELOPPEMENT REGIONAL","year":2000,"lang":"pt","type":"article","venue":"Informe GEPEC","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Humanities; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.2225244734287848,"gpt":0.3946822199103479,"spread":0.1721577464815632,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001439233,0.0004059628,0.0004967041,0.00008814125,0.001680769,0.0001900028,0.0004911532,0.0002589765,0.00203444],"category_scores_gemma":[0.0003631039,0.0003762468,0.0002832279,0.0006165502,0.001403017,0.0005730978,0.00009738608,0.0003722592,0.0007853097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007415824,"about_ca_system_score_gemma":0.0005980502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0114121,"about_ca_topic_score_gemma":0.02931863,"domain_scores_codex":[0.9966094,0.0004696294,0.0006719579,0.0004115198,0.001076924,0.0007605173],"domain_scores_gemma":[0.9982451,0.0007533045,0.0002798302,0.0001822995,0.0003175511,0.0002218934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005060006,0.0001132386,0.0002803312,0.00002310298,0.0001950699,0.000004511378,0.6329983,0.0000168356,0.000004098661,0.306208,0.05542963,0.004676181],"study_design_scores_gemma":[0.0004002513,0.0002109982,0.004394812,0.00007306652,0.0000370828,7.787868e-7,0.4881781,0.00003468249,0.000007310083,0.004222085,0.502064,0.0003767891],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09310284,0.002951871,0.0005234861,0.03035579,0.0005955574,0.0007681945,0.0001293733,0.0001719031,0.871401],"genre_scores_gemma":[0.7918044,0.01866059,0.00267668,0.004138551,0.000977248,0.0002471275,0.0001125666,0.0000661395,0.1813167],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6987016,"threshold_uncertainty_score":0.9999927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2742831736","doi":"10.48075/igepec.v7i1.297","title":"A percepção do conceito de desenvolvimento regional nas áreas atingidas pelos reservatórios de Itaipu e Salto Caxias","year":2007,"lang":"pt","type":"article","venue":"Informe GEPEC","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Political science; Physics; Humanities; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.02120589666536403,"gpt":0.2612900497708436,"spread":0.2400841531054795,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001608028,0.0007162301,0.0005105546,0.0001601095,0.001116315,0.0001834084,0.0008757315,0.0004341302,0.003931796],"category_scores_gemma":[0.0001417328,0.0007174425,0.0004360171,0.000643602,0.0012114,0.0007712676,0.000910649,0.0006777603,0.002685305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001810721,"about_ca_system_score_gemma":0.00009444309,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009273726,"about_ca_topic_score_gemma":0.003947057,"domain_scores_codex":[0.9946096,0.0000983672,0.0009298751,0.0007841394,0.001306642,0.002271367],"domain_scores_gemma":[0.9977684,0.0002845284,0.0003489555,0.0007014913,0.00002643997,0.0008701584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003225188,0.0003416069,0.9374586,0.00009011819,0.0002075122,0.0001759637,0.0243882,0.0006162945,0.004246799,0.000284421,0.0232973,0.008570642],"study_design_scores_gemma":[0.001126236,0.0004130214,0.8774078,0.0001690415,0.00009727427,0.0001772782,0.02115395,0.0002399417,0.0008992119,0.0005703016,0.09685706,0.0008888619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630877,0.001490194,0.000433877,0.001497186,0.000281402,0.0006973158,0.00005759831,0.0001080975,0.03234661],"genre_scores_gemma":[0.986519,0.0009123536,0.001902371,0.002462389,0.0003200125,0.0000627433,0.00003251091,0.00006173237,0.007726826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07355975,"threshold_uncertainty_score":0.9995277,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2618676391","doi":"10.48075/igepec.v15i3.6298","title":"Notas E Considerações Sobre Migração E A Distribuição Da População No Oeste Do Paraná - 1975 A 2010","year":2000,"lang":"pt","type":"article","venue":"Informe GEPEC","topic":"Rural Development and Agriculture","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universidade Estadual do Oeste do Paraná; Universidade Estadual de Campinas; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Université du Québec à Chicoutimi","keywords":"Geography; Humanities; Political science; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.01154177356429922,"gpt":0.2139233728633025,"spread":0.2023815992990033,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002389111,0.0008241101,0.0006428513,0.00006745503,0.0006817288,0.0005843826,0.0007849496,0.0004972845,0.05544757],"category_scores_gemma":[0.00005210941,0.0006085043,0.0003492119,0.0006160412,0.0003694998,0.001308081,0.0002811113,0.0006729632,0.05246478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564787,"about_ca_system_score_gemma":0.0000924408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001021608,"about_ca_topic_score_gemma":0.0009913794,"domain_scores_codex":[0.9958196,0.0000565745,0.001009364,0.000766672,0.0009926683,0.001355067],"domain_scores_gemma":[0.9983936,0.00008149727,0.000287565,0.0006208235,0.00004382799,0.0005726659],"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":[0.0002511441,0.0003142865,0.0440502,0.0001206738,0.0001826881,0.0002359849,0.004471471,0.0002096258,0.001206956,0.0001388251,0.7260467,0.2227714],"study_design_scores_gemma":[0.001203552,0.0001743307,0.2290945,0.0002339475,0.00007836425,0.0001610187,0.0004485548,0.0001545392,0.0003899698,0.0002298073,0.766598,0.001233354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102083,0.000998702,0.00001777708,0.003412626,0.001800504,0.001954429,0.0008736507,0.0002886515,0.08044533],"genre_scores_gemma":[0.628674,0.002122267,0.0007594082,0.002967369,0.0004918518,0.0001508335,0.0008011056,0.00006432625,0.3639688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2835235,"threshold_uncertainty_score":0.9996367,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2741934528","doi":"10.48075/igepec.v20i2.15705","title":"Proposta de modelo estrutural para interação universidade-empresa: experiência da Universidade Federal do Tocantins & Empresa Trans Kothe","year":2016,"lang":"pt","type":"article","venue":"Informe GEPEC","topic":"Business and Management Studies","field":"Decision 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":"Transport Canada","funders":"","keywords":"Sociology; Humanities; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.08522547066113106,"gpt":0.3355596282393038,"spread":0.2503341575781727,"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":[0.0006906061,0.0007982805,0.0008598366,0.0006792219,0.001146622,0.001188258,0.002099947,0.0003471372,0.002655032],"category_scores_gemma":[0.0002874824,0.0005332401,0.0004988163,0.0009748467,0.0007486325,0.003181561,0.001170833,0.0003733912,0.00072402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005256291,"about_ca_system_score_gemma":0.0005732704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139775,"about_ca_topic_score_gemma":0.0008009279,"domain_scores_codex":[0.9947352,0.0001555521,0.001077928,0.001033632,0.001481889,0.001515806],"domain_scores_gemma":[0.9968675,0.0004341705,0.0005386119,0.001239173,0.0005094444,0.0004111048],"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":[0.003602156,0.0006503423,0.02016592,0.0003617175,0.001572539,0.0004123292,0.1276533,0.001533981,0.002755201,0.02011208,0.1453306,0.6758498],"study_design_scores_gemma":[0.007541879,0.0006021111,0.01519209,0.0009831483,0.0002931203,0.00007304919,0.07615326,0.007071496,0.0006923159,0.002743341,0.8860891,0.002565111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6891491,0.0007842952,0.2352774,0.02857296,0.002506805,0.001989229,0.0004464562,0.0004168538,0.04085686],"genre_scores_gemma":[0.9381173,0.0006154065,0.0007461861,0.0007258172,0.0001491624,0.00002384479,0.00001268398,0.00004944798,0.05956021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7407585,"threshold_uncertainty_score":0.9998486,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2620967329","doi":"10.48075/igepec.v7i2.295","title":"A análise da movimentação turística no município de Foz do Iguaçu - Paraná (1983-2000)","year":2007,"lang":"pt","type":"article","venue":"Informe GEPEC","topic":"Business and Management Studies","field":"Decision 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 du Québec à Chicoutimi","funders":"","keywords":"Humanities; Geography; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.0729857453670683,"gpt":0.3667026640061248,"spread":0.2937169186390565,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003977692,0.0006833829,0.0008511966,0.0007516719,0.0009210844,0.001191979,0.001806419,0.0003156991,0.004958003],"category_scores_gemma":[0.00152586,0.0005516171,0.0003842783,0.001740852,0.0005142657,0.001476555,0.001485887,0.0004810274,0.007387357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003780685,"about_ca_system_score_gemma":0.000378522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000991768,"about_ca_topic_score_gemma":0.0002413615,"domain_scores_codex":[0.9935341,0.00007207491,0.001736687,0.0008449738,0.002063669,0.001748498],"domain_scores_gemma":[0.9956369,0.001051879,0.0006510355,0.001536259,0.0006404477,0.0004834252],"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":[0.001055589,0.0007731771,0.02155994,0.0002595343,0.0006341705,0.0005425034,0.02209718,0.0003832773,0.0001027682,0.01095503,0.1838703,0.7577665],"study_design_scores_gemma":[0.002686118,0.0003581621,0.04934069,0.0002585573,0.0002505124,0.00003453999,0.01166365,0.004931252,0.000109966,0.003198356,0.9259758,0.001192427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.186644,0.01240456,0.120375,0.007675018,0.01410433,0.004164667,0.000463332,0.0007701623,0.653399],"genre_scores_gemma":[0.9409562,0.0009888132,0.001684271,0.004470881,0.0004143064,0.0000516628,0.00002081722,0.00005311912,0.05135998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7565741,"threshold_uncertainty_score":0.9998449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}