{"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"},"query_hash":"7061dfd2e914","filters":{"topic":"Contemporary Social and Educational Issues"}},"results":[{"id":"W2196789584","doi":"10.5539/ies.v9n1p79","title":"A Sociological Approach to Institutional Communication: The Public Image in Organizational Administration in Education","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Contemporary Social and Educational Issues","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Criticism; Praise; Context (archaeology); Administration (probate law); Newspaper; Sociology; Disadvantaged; Media studies; Political science; History; Psychology; Law; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.2263734789804536,"gpt":0.4635962351171455,"spread":0.2372227561366919,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001494594,0.0001301734,0.0001580601,0.0003074029,0.0004521214,0.0001924254,0.0005941147,0.00008728945,0.00007947563],"category_scores_gemma":[0.005221353,0.0001132414,0.00003918636,0.000985341,0.0004774878,0.0007512206,0.0001140374,0.0001994784,0.0001037402],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312282,"about_ca_system_score_gemma":0.007395712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313411,"about_ca_topic_score_gemma":0.003090866,"domain_scores_codex":[0.9980448,0.000416008,0.000441899,0.0002828369,0.0006153333,0.0001990944],"domain_scores_gemma":[0.9965545,0.0002702613,0.000135294,0.0001755959,0.002724795,0.0001395359],"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":[0.0000324898,0.001725366,0.06883787,0.000006261852,0.00003516129,4.189493e-7,0.07117309,0.00003869738,0.000005140893,0.8080809,0.04493987,0.005124719],"study_design_scores_gemma":[0.0002874801,0.00002362216,0.06515582,0.00005954021,0.000006029728,0.000006585025,0.2541516,0.00003434101,0.00000530528,0.09419493,0.5858357,0.0002390913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4384157,0.004767796,0.0001834811,0.3370408,0.005667591,0.0009279228,0.00001340383,0.00007788521,0.2129055],"genre_scores_gemma":[0.9886501,0.0003347957,0.003493428,0.002289347,0.0009712075,0.0006414371,0.0002091432,0.000007845605,0.00340273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.713886,"threshold_uncertainty_score":0.9982314,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790812248","doi":"","title":"Os Serviços Electrónicos de Informação e a Internet no mercado global","year":2015,"lang":"pt","type":"article","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Contemporary Social and Educational Issues","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":"The Internet; Business; Computer science; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.1335096923955547,"gpt":0.4391679892038283,"spread":0.3056582968082736,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01485066,0.0003789064,0.0004437095,0.001863258,0.002219541,0.0005400935,0.002086899,0.0006237039,0.0000910447],"category_scores_gemma":[0.01045081,0.0003741661,0.0001183798,0.009542169,0.004208109,0.001748247,0.0006908385,0.0008698221,0.0001553938],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002572492,"about_ca_system_score_gemma":0.01889471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003854017,"about_ca_topic_score_gemma":0.0007637495,"domain_scores_codex":[0.9922339,0.0002348171,0.0007260388,0.0010999,0.003445453,0.002259855],"domain_scores_gemma":[0.9919045,0.0004514001,0.0002985937,0.0002990662,0.006233705,0.0008127175],"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":[0.0003973415,0.001086787,0.04864173,0.0002012519,0.0002182026,0.00001853675,0.02312427,9.35963e-7,0.0008923304,0.3726037,0.4974488,0.05536608],"study_design_scores_gemma":[0.002032609,0.003562422,0.002802815,0.0003179986,0.00004989842,0.00007082392,0.03965234,0.004215264,0.001183792,0.3466413,0.5980954,0.001375298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6537542,0.0289877,0.0007495194,0.05284644,0.004053505,0.008383679,0.00130478,0.000991801,0.2489283],"genre_scores_gemma":[0.9568123,0.000997791,0.0004174423,0.0001969418,0.0005478137,0.0006241169,0.0001304734,0.00002424923,0.04024887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3030581,"threshold_uncertainty_score":0.999871,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3014237166","doi":"10.23925/1809-3876.2020v18i1p221-235","title":"TOTALITARISMO DE MERCADO E RACIONALIDADE NEOLIBERAL NA EDUCAÇÃO BRASILEIRA","year":2020,"lang":"pt","type":"article","venue":"Revista e-Curriculum","topic":"Contemporary Social and Educational Issues","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; Humanities; Political science; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.04838766978847035,"gpt":0.3391313001782039,"spread":0.2907436303897336,"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":[0.0008185688,0.0005157432,0.0007706588,0.00007554629,0.001002387,0.000672377,0.0008986352,0.0003816258,0.004225847],"category_scores_gemma":[0.001199946,0.0005342581,0.0005875474,0.001311519,0.0003905752,0.000675936,0.0002150542,0.0006721505,0.001479174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004321763,"about_ca_system_score_gemma":0.001794204,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01277959,"about_ca_topic_score_gemma":0.0001411616,"domain_scores_codex":[0.9954234,0.000920171,0.000811674,0.0008476251,0.0009872282,0.00100989],"domain_scores_gemma":[0.9974677,0.0002900557,0.0003930046,0.000314273,0.0003162137,0.001218731],"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":[0.00003733179,0.001086012,0.1314955,0.0004698845,0.0003253899,0.00006979451,0.2700213,0.00001038332,0.0001150474,0.1099836,0.4802708,0.006114922],"study_design_scores_gemma":[0.0005046183,0.0002144426,0.02185062,0.0005506461,0.0002694186,0.00001037227,0.1083963,0.0004288123,0.00003024505,0.001383298,0.8650129,0.001348379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8618125,0.01698165,0.0001034275,0.1011682,0.002073821,0.001008562,0.0001525,0.0002685775,0.01643073],"genre_scores_gemma":[0.9637504,0.0004668268,0.0001707864,0.005607768,0.005586333,0.00004828507,0.0001432195,0.00005644316,0.02416992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3847421,"threshold_uncertainty_score":0.9997109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7042487968","doi":"","title":"Poder local e violência","year":2023,"lang":"pt","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Contemporary Social and Educational Issues","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":"Politics; Power (physics); Face (sociological concept); State (computer science)","retraction":null,"screen_n_in":null,"score":{"opus":0.4660064095453815,"gpt":0.6249014009109192,"spread":0.1588949913655377,"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":[0.003584688,0.0004851969,0.001118229,0.0009662604,0.001548813,0.002442443,0.004606226,0.0003478384,0.04150795],"category_scores_gemma":[0.00073368,0.0004849902,0.0004904161,0.004704899,0.0007681968,0.003895786,0.001439895,0.0006580134,0.0009596345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003110671,"about_ca_system_score_gemma":0.001475686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02836885,"about_ca_topic_score_gemma":0.002534451,"domain_scores_codex":[0.9942701,0.0009137246,0.001279031,0.0007293224,0.001859581,0.0009481937],"domain_scores_gemma":[0.9960337,0.0009299208,0.001072301,0.0004726903,0.0007450222,0.0007463134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001349882,0.0004296373,0.3082516,0.00009870265,0.0003612803,0.00006564998,0.02112894,0.00007853514,0.001344954,0.001168399,0.6331822,0.0337552],"study_design_scores_gemma":[0.000376621,0.00001466665,0.6051607,0.0006367466,0.000132516,0.00000220157,0.02376577,0.0001202636,0.0006819726,0.03189816,0.336377,0.0008333709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8466435,0.0571073,0.0001541812,0.01327726,0.009836033,0.001323518,0.0002392255,0.0002458218,0.07117315],"genre_scores_gemma":[0.9364851,0.02356541,0.00001295124,0.0007266196,0.001840935,0.00004899178,0.00005078274,0.00006855629,0.03720065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2969092,"threshold_uncertainty_score":0.9998182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}