{"meta":{"query_hash":"2f0fab37718d","filters":{"venue":"Revista Trabalho Necessário"},"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/2f0fab37718d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Revista+Trabalho+Necess%C3%A1rio"},"results":[{"id":"W2810159801","doi":"10.22409/tn.7i9.p6090","title":"O DILEMA DO TEMA EMPREGO NA EDUCAÇÃO DE JOVENS E ADULTOS: A ABORDAGEM DE MICHAEL APPLE E ANTONIO GRAMSCI FRENTE À IDEOLOGIA DO “AUTO-FLAGELO EMPREGATÍCIO”.","year":2018,"lang":"pt","type":"article","venue":"Revista Trabalho Necessário","topic":"Political theory and Gramsci","field":"Social 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":"Intertek (Canada)","funders":"","keywords":"Humanities; Sociology; Political science; Art","score_opus":0.02594349276947905,"score_gpt":0.33234247251284577,"score_spread":0.3063989797433667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810159801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8720346,0.0182575,0.012722732,0.0059861895,0.0035835695,0.0041727964,0.0018210246,0.0012012137,0.08022036],"genre_scores_gemma":[0.9749315,0.0019331956,0.0009865162,0.0017962636,0.0033314142,0.00018736481,0.00008392775,0.00018252524,0.016567344],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.987336,0.0027629016,0.0017757484,0.00222715,0.0014278172,0.004470395],"domain_scores_gemma":[0.9928537,0.0013397287,0.00092807255,0.0019278782,0.0006798635,0.0022707758],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0046346085,0.0014213788,0.0018945555,0.00035749507,0.0025894956,0.0018387138,0.0029282542,0.0012986759,0.0029046324],"category_scores_gemma":[0.0025670498,0.0013743709,0.0011107842,0.0023497292,0.004419945,0.0010135805,0.0005914655,0.0016286196,0.0012816658],"study_design_candidate":"theoretical_or_conceptual","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":[0.00058075145,0.0020217155,0.026006343,0.0018171672,0.0007744748,0.0003650489,0.073288195,0.0000060933007,0.0021931136,0.8350883,0.04092179,0.016936984],"study_design_scores_gemma":[0.0041930215,0.0019689845,0.017826065,0.0062535154,0.0016056286,0.00032275647,0.07368453,0.00086466165,0.0030648739,0.062703334,0.8222009,0.0053117443],"about_ca_topic_score_codex":0.003295674,"about_ca_topic_score_gemma":0.0013803975,"teacher_disagreement_score":0.7812791,"about_ca_system_score_codex":0.0013408036,"about_ca_system_score_gemma":0.002047092,"threshold_uncertainty_score":0.99999785},"labels":[],"label_agreement":null},{"id":"W2810237837","doi":"10.22409/tn.12i19.p8604","title":"REPARTIÇÃO SUSTENTADA NA ÉTICA DA NECESSIDADE: UMA POSSIBILIDADE NO TRABALHO COOPERADO E AUTOGESTOR","year":2018,"lang":"pt","type":"article","venue":"Revista Trabalho Necessário","topic":"Social and Economic Solidarity","field":"Social 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":"Discovery Air (Canada)","funders":"","keywords":"Humanities; Sociology; Philosophy","score_opus":0.052966681181208404,"score_gpt":0.33376911449986607,"score_spread":0.2808024333186577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810237837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8759542,0.0028235118,0.00009807831,0.0036536858,0.00663314,0.002145142,0.0002985097,0.00073291827,0.10766082],"genre_scores_gemma":[0.9523142,0.000840931,0.00022692516,0.0014935894,0.005691437,0.00010270682,0.00007450367,0.00019626181,0.039059464],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.98952156,0.0013307099,0.0024130081,0.0025251848,0.0013578638,0.0028516443],"domain_scores_gemma":[0.9937757,0.0005894973,0.0013098823,0.0017312922,0.0009743982,0.0016191867],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.00258693,0.0013506672,0.0021402615,0.0002585259,0.0035060511,0.0025156068,0.0024709585,0.001233891,0.014505164],"category_scores_gemma":[0.0014425836,0.0014016235,0.0009354613,0.001969479,0.0033619516,0.0016572167,0.00043054952,0.0012979021,0.008302085],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029533252,0.0069678403,0.11633272,0.0030163839,0.0035577847,0.0009205359,0.3800056,0.000015834057,0.0022323448,0.07456573,0.26717213,0.1422598],"study_design_scores_gemma":[0.005545584,0.003125348,0.04672033,0.00189491,0.0019224604,0.00010872607,0.06701023,0.0028031457,0.001119194,0.0009885964,0.86235446,0.0064069885],"about_ca_topic_score_codex":0.006691616,"about_ca_topic_score_gemma":0.0033883285,"teacher_disagreement_score":0.59518236,"about_ca_system_score_codex":0.0014506612,"about_ca_system_score_gemma":0.0022574817,"threshold_uncertainty_score":0.9999244},"labels":[],"label_agreement":null},{"id":"W2810479571","doi":"10.22409/tn.11i16.p8448","title":"PEDAGOGIA POLÍTICA RENOVADA E A POLÍTICA PÚBLICA DE TRABALHO, QUALIFICAÇÃO E GERAÇÃO DE RENDA: A INSTITUCIONALIDADE DA CONFORMAÇÃO DAS CLASSES SUBALTERNAS","year":2018,"lang":"pt","type":"article","venue":"Revista Trabalho Necessário","topic":"Education and Public Policy","field":"Social Sciences","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":"Discovery Air (Canada)","funders":"","keywords":"Political science; Humanities; Philosophy","score_opus":0.11174980595864191,"score_gpt":0.45255073123323675,"score_spread":0.3408009252745948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810479571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43937722,0.007917858,0.0075572636,0.28974152,0.0055480176,0.0037931704,0.0019177342,0.001661021,0.24248621],"genre_scores_gemma":[0.9524684,0.0022534586,0.00061052287,0.007752236,0.0046541775,0.00013172394,0.00020228587,0.00016374236,0.031763434],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98878163,0.0018669344,0.002276266,0.0016474595,0.001949092,0.0034786325],"domain_scores_gemma":[0.9922924,0.0010594433,0.0013481276,0.0017060551,0.0009907462,0.0026032128],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0043091252,0.0012397758,0.001534607,0.000788162,0.0024299358,0.003364878,0.0028698524,0.001045832,0.0081688985],"category_scores_gemma":[0.0029464115,0.0012896683,0.0007762757,0.0031615137,0.0023637158,0.0016219163,0.00029476878,0.0015324653,0.0012697587],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030172296,0.0014310245,0.0042814156,0.0006329229,0.00054439774,0.00007347708,0.15122642,0.0000023354426,0.0010617378,0.7075607,0.11326141,0.019622397],"study_design_scores_gemma":[0.0015237277,0.0004757296,0.003873689,0.0006595176,0.0004037112,0.00019121026,0.027296063,0.00030148862,0.0004700667,0.0015549253,0.96158856,0.0016613328],"about_ca_topic_score_codex":0.011240997,"about_ca_topic_score_gemma":0.0054862997,"teacher_disagreement_score":0.8483271,"about_ca_system_score_codex":0.002046423,"about_ca_system_score_gemma":0.012165075,"threshold_uncertainty_score":0.99950784},"labels":[],"label_agreement":null},{"id":"W2810884154","doi":"10.22409/tn.13i22.p9595","title":"CONTRIBUIÇÕES DA VIA CAMPESINA EM PROCESSOS EDUCATIVOS AGROECOLÓGICOS NA AMÉRICA LATINA","year":2018,"lang":"pt","type":"article","venue":"Revista Trabalho Necessário","topic":"Rural and Ethnic Education","field":"Social 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":"Canadian Historical Association","funders":"","keywords":"Political science; Humanities; Art","score_opus":0.04097214948443275,"score_gpt":0.34778517366303663,"score_spread":0.3068130241786039,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810884154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61641926,0.014610663,0.001979692,0.11936407,0.012955388,0.009784773,0.00035306517,0.0011656296,0.22336745],"genre_scores_gemma":[0.9361361,0.0026660613,0.00005390657,0.0008744837,0.003879061,0.00019346576,0.00008299959,0.00007973309,0.056034174],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99386543,0.00081692956,0.0012583495,0.0012740704,0.0011849897,0.0016002236],"domain_scores_gemma":[0.9955136,0.0005446095,0.001132239,0.0008235209,0.0011931933,0.0007928135],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014278728,0.0007550815,0.0010878725,0.0002165621,0.0022117794,0.001180768,0.0013588435,0.0005275942,0.0017529752],"category_scores_gemma":[0.00096877816,0.000715329,0.00039376566,0.0022601946,0.0011168378,0.0010931995,0.00014093168,0.0006817993,0.0023534799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032551037,0.0030647703,0.0058409716,0.0023253278,0.0005433309,0.00003329553,0.26134822,0.0000041765315,0.0015673036,0.024009997,0.35634187,0.34459522],"study_design_scores_gemma":[0.0012762899,0.0010167814,0.021796646,0.0015499915,0.0005559669,0.000035303427,0.052908275,0.00023206642,0.0009584988,0.001781387,0.91581017,0.00207865],"about_ca_topic_score_codex":0.0021169875,"about_ca_topic_score_gemma":0.0046037016,"teacher_disagreement_score":0.55946827,"about_ca_system_score_codex":0.00059752015,"about_ca_system_score_gemma":0.0024406135,"threshold_uncertainty_score":0.9998561},"labels":[],"label_agreement":null},{"id":"W2811028741","doi":"10.22409/tn.10i15.p6870","title":"A FUNÇÃO SOCIAL DO PROFESSOR: CONCEPÇÕES EM CONFLITO","year":2018,"lang":"pt","type":"article","venue":"Revista Trabalho Necessário","topic":"Education Pedagogy and Practices","field":"Social Sciences","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":"McGill-Queen's University Press","funders":"","keywords":"Humanities; Sociology; Philosophy; Political science","score_opus":0.12599681074084138,"score_gpt":0.4510023767797785,"score_spread":0.32500556603893715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2811028741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61081123,0.021303207,0.00021294947,0.07423487,0.010860955,0.0025573706,0.00033897188,0.0005073302,0.2791731],"genre_scores_gemma":[0.9065385,0.0012103299,0.000055604385,0.0015857259,0.0074171354,0.00006718396,0.000036615256,0.000055793695,0.08303313],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99401885,0.00198085,0.0009409861,0.00096232124,0.0009882111,0.0011087797],"domain_scores_gemma":[0.99621683,0.0009288772,0.00106912,0.0005468816,0.0008129162,0.000425357],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025350894,0.000533715,0.0007879092,0.00014699296,0.0034746455,0.0015094553,0.0010984716,0.0006706669,0.017022658],"category_scores_gemma":[0.0008471454,0.0005444342,0.0003401822,0.0011068457,0.0018232053,0.0013688866,0.00012562901,0.0008481292,0.003513867],"study_design_candidate":"not_applicable","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":[0.00028053415,0.00064283126,0.0055456394,0.0004961407,0.00037222775,0.000019690218,0.5600193,1.338748e-7,0.00010722208,0.16443446,0.22537826,0.04270356],"study_design_scores_gemma":[0.0005489709,0.00020560148,0.003792241,0.00021968817,0.0002725126,0.0000062240206,0.14593482,0.0000065330696,0.000096205564,0.00049674587,0.84779936,0.0006210887],"about_ca_topic_score_codex":0.0003981878,"about_ca_topic_score_gemma":0.0024208506,"teacher_disagreement_score":0.6224211,"about_ca_system_score_codex":0.00021818801,"about_ca_system_score_gemma":0.0020349612,"threshold_uncertainty_score":0.9997007},"labels":[],"label_agreement":null},{"id":"W2964693265","doi":"10.22409/tn.17i33.p29373","title":"JOVENS ATIVISTAS DAS PERIFERIAS: EXPERIÊNCIAS E ASPIRAÇÕES SOBRE O MUNDO DO TRABALHO","year":2019,"lang":"pt","type":"article","venue":"Revista Trabalho Necessário","topic":"Youth, Politics, and Society","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Humanities; Sociology; Art","score_opus":0.04114427165550159,"score_gpt":0.33365783042708813,"score_spread":0.2925135587715865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964693265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78245866,0.014829072,0.00014156825,0.0021560835,0.004618036,0.0027269686,0.00079924247,0.0005393007,0.19173107],"genre_scores_gemma":[0.9101859,0.006581298,0.00009181038,0.0015927176,0.0023609414,0.000077459496,0.00012491934,0.00023816024,0.07874679],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.98874664,0.0014773208,0.0019458402,0.0021666244,0.0022777705,0.003385808],"domain_scores_gemma":[0.994126,0.0007649158,0.0010859016,0.0019437516,0.0005805368,0.0014989005],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002036259,0.0014763314,0.0023523537,0.00022176938,0.0018417195,0.0025046293,0.0021733467,0.0011988551,0.006321453],"category_scores_gemma":[0.0007019382,0.0015170921,0.0018115279,0.0010207293,0.0015354992,0.0013437865,0.00033356814,0.0014819466,0.002868956],"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":[0.00019609962,0.0016387989,0.0315712,0.0024967215,0.0011634851,0.00013101373,0.7313006,0.000038059676,0.0010146942,0.17851548,0.043002095,0.008931791],"study_design_scores_gemma":[0.0024090207,0.0005531878,0.009901296,0.0011652884,0.00051250146,0.000022804268,0.2418366,0.00016058968,0.0002069194,0.0005195147,0.74006176,0.0026505527],"about_ca_topic_score_codex":0.0024280327,"about_ca_topic_score_gemma":0.0012937684,"teacher_disagreement_score":0.69705963,"about_ca_system_score_codex":0.0014152486,"about_ca_system_score_gemma":0.0021829524,"threshold_uncertainty_score":0.9997986},"labels":[],"label_agreement":null},{"id":"W3091780866","doi":"10.22409/tn.v18i37.46292","title":"ATUAÇÃO DA IGREJA CATÓLICA NA PRELAZIA DE CAMETÁ: O CONTEXTO DA EDUCAÇÃO POPULAR NO PERÍODO DE 1980 A 1999.","year":2020,"lang":"pt","type":"article","venue":"Revista Trabalho Necessário","topic":"Religion and Society in Latin America","field":"Social 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":"Discovery Air (Canada)","funders":"","keywords":"Humanities; Philosophy; Political science","score_opus":0.06719085462931358,"score_gpt":0.3626384211458866,"score_spread":0.29544756651657306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091780866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6045582,0.10900928,0.008069325,0.11498097,0.0049821036,0.0086359335,0.0012154923,0.0023331114,0.14621557],"genre_scores_gemma":[0.95373946,0.014669397,0.0009865881,0.014682498,0.0017611273,0.000115363044,0.000099259756,0.00019297525,0.0137533145],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9910544,0.0018494059,0.0015412882,0.0016850019,0.0015693917,0.0023005202],"domain_scores_gemma":[0.9945598,0.0006047498,0.0009938683,0.001085393,0.00039532027,0.002360833],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001642635,0.0010618842,0.0017595455,0.00010555983,0.0015970337,0.0016460866,0.0022162737,0.00091378886,0.002170827],"category_scores_gemma":[0.0024692288,0.0011110603,0.0014044845,0.0020780219,0.0013411362,0.0005311269,0.00032257763,0.0018188256,0.0018643247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027215655,0.0008633394,0.018933646,0.001635164,0.00085849233,0.00025858724,0.44259736,0.00007889141,0.0020960078,0.02849916,0.47835782,0.025549375],"study_design_scores_gemma":[0.0012632882,0.0006125439,0.001524326,0.0007299366,0.0005683825,0.000040406012,0.051974416,0.0034136106,0.000047803307,0.00012799015,0.93801975,0.001677517],"about_ca_topic_score_codex":0.010959872,"about_ca_topic_score_gemma":0.0002587085,"teacher_disagreement_score":0.45966196,"about_ca_system_score_codex":0.0011664678,"about_ca_system_score_gemma":0.0024729145,"threshold_uncertainty_score":0.99970275},"labels":[],"label_agreement":null}]}