{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"7e44e116f0bf","filters":{"venue":"Sociedade e Estado"}},"results":[{"id":"W2041527232","doi":"10.1590/s0102-69922004000100005","title":"As delegacias especiais de proteção à mulher no Brasil e a «judiciarização» dos conflitos conjugais","year":2004,"lang":"pt","type":"article","venue":"Sociedade e Estado","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":31,"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; Sociology; Humanities; Gender studies; Art","authors":[{"name":"Theóphilos Rifiótis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0330123313020412,"gpt":0.333755394423487,"spread":0.3007430631214458,"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":[0.001698228,0.000833491,0.0009092967,0.0001699346,0.001978794,0.0007231885,0.00136777,0.001147168,0.002322296],"category_scores_gemma":[0.0008584182,0.0009029272,0.0006603391,0.0011982,0.001740014,0.0007729198,0.0002894034,0.001354532,0.009184318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263164,"about_ca_system_score_gemma":0.003036466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0130836,"about_ca_topic_score_gemma":0.0004729666,"domain_scores_codex":[0.9931508,0.0005715721,0.000972423,0.001262119,0.001558665,0.00248442],"domain_scores_gemma":[0.9968488,0.0002899675,0.0005126058,0.0007740671,0.0006668451,0.0009076986],"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":[0.0008730413,0.003074381,0.01754105,0.0007617521,0.001133003,0.001056109,0.4324859,0.0005717137,0.01437926,0.4573892,0.06031464,0.01041995],"study_design_scores_gemma":[0.01953717,0.003747315,0.07432715,0.004553371,0.001617818,0.0001827414,0.2754437,0.001714772,0.02201044,0.06608285,0.5196261,0.01115657],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2908724,0.002779143,0.004707787,0.004805848,0.006199619,0.005783234,0.0003349186,0.001159237,0.6833578],"genre_scores_gemma":[0.9727702,0.0008777665,0.0007961942,0.005401705,0.002083957,0.0002239998,0.00002594216,0.0001393134,0.01768089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6818978,"threshold_uncertainty_score":0.9993421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404044804","doi":"10.1590/s0102-6992-20243903e50567","title":"Contrate quem luta: movimento dos trabalhadores sem-teto, tecnologias e economia digital solidária","year":2024,"lang":"pt","type":"article","venue":"Sociedade e Estado","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Political science; Sociology; Social science","authors":[{"name":"Julice Salvagni","is_ca":false},{"name":"Rafael Grohmann","is_ca":true},{"name":"Victória Mendonça da Silva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02146709339735553,"gpt":0.2807083541436516,"spread":0.2592412607462961,"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":[0.0008338584,0.0006271784,0.000660609,0.0001881407,0.0007841781,0.00495137,0.0006969339,0.0007036871,0.001378803],"category_scores_gemma":[0.00007997714,0.00062976,0.0006996971,0.0006696752,0.0008920858,0.005295632,0.00009625866,0.0007369515,0.003324758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007262084,"about_ca_system_score_gemma":0.0009526162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002253868,"about_ca_topic_score_gemma":0.000464578,"domain_scores_codex":[0.9961869,0.0001452399,0.0009913956,0.0009141011,0.000420133,0.001342195],"domain_scores_gemma":[0.9984594,0.0004300732,0.0002177997,0.0003495244,0.00008086381,0.0004623689],"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":[0.0001830334,0.0007011867,0.001428145,0.000791307,0.001838291,0.0002173383,0.2046343,0.0003488938,0.00008697585,0.3226788,0.1408524,0.3262393],"study_design_scores_gemma":[0.001919652,0.000618388,0.001060083,0.0009476882,0.0004162606,0.00002957056,0.1420052,0.006318649,0.0007562318,0.03522564,0.808044,0.002658625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3174814,0.009145199,0.001494722,0.02581696,0.00809347,0.002511476,0.001529341,0.001887293,0.6320401],"genre_scores_gemma":[0.96571,0.0008924074,0.00002051804,0.0004491436,0.0008849267,0.00007207234,0.0001450416,0.00006898216,0.03175689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6671916,"threshold_uncertainty_score":0.9996154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3033874387","doi":"10.1590/s0102-6992-202035010002","title":"Sociologie clinique et santé mentale","year":2020,"lang":"fr","type":"article","venue":"Sociedade e Estado","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Vincent de Gauléjac","is_ca":false},{"name":"Diane Laroche","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.113407989260891,"gpt":0.4431156843129908,"spread":0.3297076950520998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001422063,0.0004473826,0.0007738051,0.00003108961,0.001212759,0.00005914142,0.0004900199,0.001482614,0.003674632],"category_scores_gemma":[0.0009190109,0.0004776387,0.0004900031,0.0003038927,0.0007947253,0.0003220445,0.0004274454,0.002977576,0.0028899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004484031,"about_ca_system_score_gemma":0.001226301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005961573,"about_ca_topic_score_gemma":0.0001141838,"domain_scores_codex":[0.9940675,0.00270632,0.0008457599,0.0007080094,0.0004187397,0.001253679],"domain_scores_gemma":[0.9969442,0.001506173,0.0004260944,0.0003356879,0.0001706191,0.0006172647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003878287,0.0001748204,0.01921213,0.0007877434,0.0001812849,0.00007245846,0.5118667,0.000004732824,0.0001744737,0.03179583,0.4244296,0.01126144],"study_design_scores_gemma":[0.001501207,0.0004233517,0.006978706,0.0004742438,0.0002012358,0.000001625434,0.5516199,0.0001790945,0.0001726165,0.02464928,0.4129417,0.0008569358],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3580981,0.04204243,0.004537318,0.4260756,0.01125823,0.002698588,0.0007418421,0.001515096,0.1530328],"genre_scores_gemma":[0.8317163,0.009125829,0.002020444,0.1358382,0.005345305,0.00008046868,0.0001468191,0.000132401,0.01559422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4736182,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1542054131","doi":"10.1590/s0102-69922015000100007","title":"Encontro entre pobreza e moral em Luanda. Urbanização, direitos e violência","year":2015,"lang":"pt","type":"article","venue":"Sociedade e Estado","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Political science; Humanities; Sociology; Philosophy","authors":[{"name":"Daniel Santos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07977794821446128,"gpt":0.2992849557967799,"spread":0.2195070075823187,"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":[0.001428603,0.0007356765,0.0008598765,0.0001503449,0.001022315,0.0004937749,0.00111969,0.0008329029,0.001553068],"category_scores_gemma":[0.0004669669,0.0006886562,0.0004505479,0.000954098,0.0006153904,0.0007085113,0.0003496044,0.0008171735,0.002236571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009374809,"about_ca_system_score_gemma":0.001799947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005855572,"about_ca_topic_score_gemma":0.001552196,"domain_scores_codex":[0.9939842,0.000627994,0.0007841439,0.0009950894,0.001868074,0.001740452],"domain_scores_gemma":[0.9970143,0.0002316201,0.0004120144,0.0005119281,0.0004848019,0.001345268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008327216,0.0004569939,0.01885437,0.00008009497,0.000340326,0.000135202,0.3249268,0.00001185168,0.00008005791,0.01754948,0.6237599,0.01372164],"study_design_scores_gemma":[0.00433854,0.0003841237,0.01743648,0.0003563619,0.0003401406,0.00001343853,0.5105235,0.0003624469,0.0002006155,0.008358487,0.4552522,0.002433679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4315151,0.05913543,0.0003730794,0.07832286,0.03239008,0.004470051,0.0004954712,0.002413999,0.390884],"genre_scores_gemma":[0.8494289,0.001572123,0.0001862136,0.000981861,0.002371757,0.00003228468,0.00005746674,0.00009106677,0.1452783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4179138,"threshold_uncertainty_score":0.9995565,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2145720987","doi":"10.1590/s0102-69922004000100010","title":"Dogville: um conto urbano","year":2004,"lang":"pt","type":"article","venue":"Sociedade e Estado","topic":"Cultural, Media, and Literary Studies","field":"Arts and Humanities","cited_by":1,"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 Montréal","funders":"","keywords":"Humanities; Art","authors":[{"name":"Astrid Tirel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02810250963389753,"gpt":0.2421413364653014,"spread":0.2140388268314039,"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":[0.000209682,0.0005760129,0.0006371333,0.00007711794,0.001503717,0.0006888406,0.0003695063,0.0002235148,0.003891095],"category_scores_gemma":[0.00007040924,0.000477201,0.000487688,0.0001139765,0.0009203803,0.0005939202,0.0001524333,0.0005488883,0.001177066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002403309,"about_ca_system_score_gemma":0.0001425398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007691544,"about_ca_topic_score_gemma":0.000811481,"domain_scores_codex":[0.9973595,0.00008155593,0.0005653192,0.0005900453,0.0005107453,0.0008928697],"domain_scores_gemma":[0.9987725,0.0001286664,0.0002097471,0.0004118264,0.0002187678,0.000258463],"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":[0.00003764736,0.0002724548,0.0003616127,0.0002016233,0.0003769701,0.0000700556,0.5716734,0.000005587362,0.000038541,0.2285545,0.196857,0.001550636],"study_design_scores_gemma":[0.001724144,0.0002591744,0.0007944609,0.0002397524,0.0001616757,0.000009240589,0.1397955,0.000003829625,0.00006353192,0.002947256,0.8533251,0.0006762989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4770484,0.09307771,0.00004040224,0.02602279,0.01690347,0.001728939,0.00118895,0.0008779582,0.3831114],"genre_scores_gemma":[0.775391,0.001322177,0.00005121759,0.002494962,0.004406211,0.00004049542,0.0001003962,0.00006344167,0.2161301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6564681,"threshold_uncertainty_score":0.9997962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2018493385","doi":"10.1590/s0102-69922006000300004","title":"Paternidade, maternidade e cidadania: questões atuais no quadro canadense","year":2006,"lang":"pt","type":"article","venue":"Sociedade e Estado","topic":"Social Policies and Family","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; Political science; Philosophy","authors":[{"name":"Marie–Blanche Tahon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01680078789519378,"gpt":0.2726662813694482,"spread":0.2558654934742544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009697996,0.0009211864,0.00100422,0.000174829,0.002265158,0.001057575,0.001257845,0.001252757,0.001444811],"category_scores_gemma":[0.0002028238,0.0009992721,0.0007509188,0.001103145,0.001379932,0.0005213973,0.0003062015,0.0009952009,0.003221462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001165505,"about_ca_system_score_gemma":0.0008373864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4299947,"about_ca_topic_score_gemma":0.06904591,"domain_scores_codex":[0.9926831,0.0006982511,0.001130327,0.001124785,0.001743443,0.002620147],"domain_scores_gemma":[0.9971694,0.0003435566,0.0006355476,0.0007319307,0.0004319295,0.0006876483],"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":[0.00008376181,0.0005465208,0.05957159,0.0002439413,0.0002702349,0.0002875428,0.04828632,0.00003064268,0.001536987,0.02840016,0.8579862,0.002756068],"study_design_scores_gemma":[0.001762656,0.0003383041,0.3006578,0.0003222305,0.00040289,0.00001493138,0.06752401,0.000235873,0.000316973,0.00737284,0.6180899,0.00296162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8247313,0.006601761,0.0001444764,0.02297417,0.00987866,0.001623998,0.0009805352,0.001055309,0.1320098],"genre_scores_gemma":[0.8625492,0.001079231,0.00008005465,0.00309488,0.006326095,0.00005342915,0.00008747577,0.000173076,0.1265565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3609487,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}