{"meta":{"query_hash":"94d376b44bbf","filters":{"venue":"Informe GEPEC"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/94d376b44bbf","api":"https://metacan.xera.ac/api/v1/cohort?venue=Informe+GEPEC"},"results":[{"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,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.011541773564299222,"score_gpt":0.2139233728633025,"score_spread":0.2023815992990033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2618676391","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99056643,0.0014405515,0.0002403093,0.0006573787,0.000011417162,0.0000136511635,0.0015747916,0.0000070069277,0.005488455],"genre_scores_gemma":[0.9962166,0.0018319284,0.00022219935,0.000049062874,0.0000056235704,0.000015534406,0.00044731877,0.000004264793,0.001207398],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9996431,0.000086092696,0.00002493415,0.000063527,0.00008281816,0.000099554054],"domain_scores_gemma":[0.9987734,0.00034354234,0.0004388839,0.00009351251,0.00022437342,0.00012632059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008468283,0.00013102405,0.00016938524,0.0011546364,0.0005640889,0.000667028,0.00035045797,0.00017624987,0.0021052305],"category_scores_gemma":[0.0025861608,0.00014646466,0.00034013006,0.003591742,0.000781788,0.0005346709,0.0011050886,0.00035740173,0.0001543151],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004190297,0.000007807766,0.9727193,0.0001940414,0.000051742078,0.0003109476,0.006840558,0.00014892504,0.0006387707,0.0008571835,0.00052512554,0.017663637],"study_design_scores_gemma":[8.583508e-7,0.000016902204,0.9880945,0.00008487303,0.00001765046,0.00009926827,0.0074428883,0.000075658805,0.00008772784,0.00008360359,0.0039920644,0.000004010068],"about_ca_topic_score_codex":0.2823663,"about_ca_topic_score_gemma":0.45200425,"teacher_disagreement_score":0.2823663,"about_ca_system_score_codex":0.0014528089,"about_ca_system_score_gemma":0.0035317154,"threshold_uncertainty_score":0.5614455},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Humanities; Geography; Philosophy","score_opus":0.0729857453670683,"score_gpt":0.36670266400612483,"score_spread":0.2937169186390565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2620967329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99777347,0.00017010224,0.00008033359,0.00003900955,0.0000011147803,0.000015844516,0.0009304701,0.0000059824783,0.0009836761],"genre_scores_gemma":[0.9979365,0.00020966704,0.0002518583,0.000011113259,0.0000012565015,0.000029245439,0.00065123785,0.0000032120547,0.0009059512],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99983764,0.000027012697,0.000007704405,0.000042406413,0.000028264554,0.00005686914],"domain_scores_gemma":[0.9994848,0.000094017785,0.0001977657,0.00006130937,0.0000841933,0.00007787291],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039844488,0.00018259785,0.00023118772,0.0012395604,0.00043482234,0.0005340788,0.0004823545,0.0002466965,0.0012228783],"category_scores_gemma":[0.0010887618,0.00021614491,0.00029971436,0.003396703,0.00041430863,0.000301042,0.000864322,0.00025514042,0.00016694542],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003793839,0.000012743339,0.9864666,0.00006792213,0.000039368162,0.00015942052,0.004877231,0.0002128921,0.0008782558,0.00012683352,0.00025010077,0.006870679],"study_design_scores_gemma":[2.094409e-7,0.000006372072,0.9983859,0.0000049178598,0.0000034135458,0.000018518402,0.001134896,0.00003728994,0.0000205139,0.0000036283677,0.00038336034,9.785485e-7],"about_ca_topic_score_codex":0.32599142,"about_ca_topic_score_gemma":0.5244976,"teacher_disagreement_score":0.32599142,"about_ca_system_score_codex":0.0014119779,"about_ca_system_score_gemma":0.0013413037,"threshold_uncertainty_score":0.6481879},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Political science","score_opus":0.03232184708252315,"score_gpt":0.23688115471919943,"score_spread":0.2045593076366763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2626440906","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99691486,0.00019225087,0.0001939534,0.0001844484,0.0000012105803,0.0000068002896,0.0002312213,0.000003807032,0.002271444],"genre_scores_gemma":[0.99759126,0.00033469254,0.00036771808,0.000010658734,9.0071734e-7,0.000008655933,0.00012279628,0.000002019647,0.0015612422],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99954754,0.00013675749,0.000024618144,0.00006446347,0.00011442852,0.000112101465],"domain_scores_gemma":[0.997866,0.00057040824,0.0008180454,0.00016907125,0.00035557628,0.00022097446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00082919764,0.0001806255,0.00023080163,0.0007144571,0.00037515775,0.0009913939,0.00033005644,0.00019429039,0.0017813991],"category_scores_gemma":[0.0037349106,0.00021308678,0.0002059318,0.002092645,0.00053166697,0.00057340536,0.0013924834,0.00029231608,0.00012190205],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015478997,0.00003516434,0.9602609,0.00012973507,0.000105425395,0.00040287717,0.004968686,0.00333043,0.002592992,0.003100725,0.00032695336,0.024591357],"study_design_scores_gemma":[0.0000033973583,0.00003244168,0.99186206,0.000027198144,0.000031121537,0.0000628088,0.0031305144,0.00071465014,0.00034250037,0.00036678422,0.0034212219,0.000005261791],"about_ca_topic_score_codex":0.17240316,"about_ca_topic_score_gemma":0.3400762,"teacher_disagreement_score":0.17240316,"about_ca_system_score_codex":0.0028645084,"about_ca_system_score_gemma":0.0027252976,"threshold_uncertainty_score":0.3427993},"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 &amp; 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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Transport Canada","funders":"","keywords":"Sociology; Humanities; Philosophy","score_opus":0.08522547066113106,"score_gpt":0.3355596282393038,"score_spread":0.25033415757817273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741934528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42217475,0.0022551129,0.20606476,0.024962105,0.00028895147,0.0013140709,0.0008815931,0.0004844512,0.3415743],"genre_scores_gemma":[0.94005394,0.0010446645,0.03990029,0.00033236673,0.000014545937,0.00061835325,0.00020731114,0.000055414952,0.01777314],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9940732,0.003925852,0.0001823146,0.00053280545,0.00088044,0.00040542032],"domain_scores_gemma":[0.98959816,0.007119023,0.0005452442,0.00070304365,0.0014445514,0.0005899818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074931025,0.0008292743,0.00059865596,0.0025834683,0.004187156,0.009498818,0.0025397746,0.0021666174,0.009624021],"category_scores_gemma":[0.012296066,0.0007016289,0.0012145627,0.003414979,0.0038701354,0.0073042675,0.0056163096,0.0021934845,0.0009576816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014544981,0.00054349826,0.037399665,0.000809856,0.0001225481,0.0012200649,0.13004912,0.021690365,0.0012445344,0.7060411,0.006923971,0.09380989],"study_design_scores_gemma":[0.00011100394,0.00061878347,0.040202748,0.0031137646,0.00036698542,0.0011966922,0.27666628,0.16453789,0.002340899,0.25591218,0.25461397,0.00031875703],"about_ca_topic_score_codex":0.06372471,"about_ca_topic_score_gemma":0.061873037,"teacher_disagreement_score":0.06372471,"about_ca_system_score_codex":0.010496547,"about_ca_system_score_gemma":0.012616481,"threshold_uncertainty_score":0.12670755},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Political science; Physics; Humanities; Philosophy","score_opus":0.021205896665364033,"score_gpt":0.2612900497708436,"score_spread":0.24008415310547954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2742831736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99354976,0.0000873716,0.00012488088,0.00033476448,0.000004637136,0.000006263009,0.000019377536,0.0000025092745,0.0058705527],"genre_scores_gemma":[0.99801105,0.00013733856,0.00014150018,0.000043033673,0.0000029632865,0.000007475016,0.000015626752,0.0000013062837,0.0016397256],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9994748,0.00018208165,0.000024461875,0.00007422579,0.0001206871,0.00012372163],"domain_scores_gemma":[0.99835867,0.0004945686,0.00037734612,0.00007428763,0.0003190691,0.00037596823],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011711529,0.0001374107,0.00017026889,0.00046589584,0.0019304797,0.0020196165,0.00036714145,0.00060247444,0.005195349],"category_scores_gemma":[0.0021125767,0.00015749152,0.00020758779,0.00053886086,0.0017837264,0.00089556875,0.0017174949,0.0005282565,0.00028375996],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002297308,0.00013079285,0.700725,0.00021477035,0.000055480607,0.0005811086,0.25766885,0.00045465966,0.005138833,0.005237894,0.0017539352,0.02780892],"study_design_scores_gemma":[0.000009892179,0.0001184599,0.61760783,0.00010086299,0.000025044486,0.0001762072,0.36842927,0.00053426175,0.00029279123,0.0007323509,0.01194003,0.00003312683],"about_ca_topic_score_codex":0.039462976,"about_ca_topic_score_gemma":0.08901539,"teacher_disagreement_score":0.039462976,"about_ca_system_score_codex":0.0013146445,"about_ca_system_score_gemma":0.0013647836,"threshold_uncertainty_score":0.078466594},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Humanities; Philosophy","score_opus":0.22252447342878476,"score_gpt":0.3946822199103479,"score_spread":0.17215774648156315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2744455497","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03910898,0.035279553,0.75990987,0.07870891,0.0045387493,0.0020011887,0.001855538,0.0005374917,0.07805977],"genre_scores_gemma":[0.5407471,0.013260633,0.40217084,0.01826719,0.002052924,0.007986588,0.0006469904,0.00047867707,0.014389046],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.6795411,0.2765666,0.009913606,0.009041794,0.023056235,0.0018806538],"domain_scores_gemma":[0.515519,0.40924692,0.013923941,0.03483718,0.024861125,0.0016117773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.17325108,0.0017310189,0.0025031131,0.009289241,0.004965597,0.018432783,0.004161256,0.0038760111,0.007049833],"category_scores_gemma":[0.24099694,0.0014082278,0.002748853,0.013142436,0.019629778,0.017501226,0.008634287,0.0073288567,0.0011204947],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025808348,0.00016680619,0.028766943,0.008338314,0.0011079102,0.00044157216,0.098745205,0.0034949523,0.0016265963,0.6213816,0.016589394,0.2190826],"study_design_scores_gemma":[0.00012858605,0.00044090924,0.028552737,0.007986703,0.0006478795,0.00101713,0.07872615,0.010974439,0.002587383,0.4725327,0.3960582,0.0003471446],"about_ca_topic_score_codex":0.01854525,"about_ca_topic_score_gemma":0.021327442,"teacher_disagreement_score":0.17325108,"about_ca_system_score_codex":0.009534793,"about_ca_system_score_gemma":0.011208536,"threshold_uncertainty_score":0.9162502},"labels":[],"label_agreement":null},{"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Regional development; Humanities; Geography; Regional science; Philosophy","score_opus":0.06823072737335768,"score_gpt":0.33098991906586717,"score_spread":0.2627591916925095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973973237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68403023,0.05186087,0.002062422,0.014795124,0.0003168584,0.000115135714,0.007783688,0.00009518007,0.23894052],"genre_scores_gemma":[0.9714363,0.0108121205,0.0007949425,0.00047291646,0.000041681134,0.000028734034,0.000877814,0.000022392713,0.015512983],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992078,0.00013717581,0.00003110825,0.00013212001,0.00023282843,0.00025892866],"domain_scores_gemma":[0.99817836,0.00029585534,0.00030423456,0.000106950385,0.0008002575,0.00031435097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009525987,0.0002626011,0.0003476191,0.004498999,0.0026487783,0.0024081008,0.0005130324,0.00048594913,0.007549831],"category_scores_gemma":[0.00243256,0.00015773979,0.0003044513,0.011351992,0.0027013996,0.0010595265,0.0012035392,0.0006309361,0.00024916482],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003198117,0.00007923382,0.42813215,0.0020110114,0.0003352726,0.0014337606,0.055832658,0.0024559875,0.0016757326,0.17598173,0.063684635,0.26805803],"study_design_scores_gemma":[0.000004756701,0.000026230335,0.8648912,0.00043603347,0.0000842852,0.00015676425,0.015960574,0.00033293344,0.00019572148,0.001006828,0.116878584,0.000026152902],"about_ca_topic_score_codex":0.9747313,"about_ca_topic_score_gemma":0.99275535,"teacher_disagreement_score":0.034186102,"about_ca_system_score_codex":0.034186102,"about_ca_system_score_gemma":0.022856057,"threshold_uncertainty_score":0.24803871},"labels":[],"label_agreement":null}]}