{"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":"6b0c8ef1de95","filters":{"venue":"Revista de Administração da UFSM"}},"results":[{"id":"W3094298137","doi":"10.5902/1983465955294","title":"Ranking product systems based on uncertain life cycle sustainability assessment: a stochastic multiple criteria decision analysis approach","year":2020,"lang":"en","type":"article","venue":"Revista de Administração da UFSM","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"Vrije Universiteit Brussel; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Multiple-criteria decision analysis; Ranking (information retrieval); Robustness (evolution); Computer science; Decision analysis; Operations research; Decision support system; Product (mathematics); Data mining; Engineering; Machine learning; Mathematics; Statistics","authors":[{"name":"Breno Barros Telles do Carmo","is_ca":false},{"name":"Manuele Margni","is_ca":true},{"name":"Pierre Baptiste","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1519371297206755,"gpt":0.4420914335818273,"spread":0.2901543038611518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01129626,0.0008056898,0.002006245,0.00108645,0.0006330783,0.004377749,0.002616741,0.0002602438,0.0006455833],"category_scores_gemma":[0.07817531,0.0006668467,0.0009100451,0.005953831,0.0002401287,0.0005458609,0.0004774912,0.0007383307,0.0001039425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007565845,"about_ca_system_score_gemma":0.001728946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006437226,"about_ca_topic_score_gemma":0.000007452723,"domain_scores_codex":[0.985989,0.002450213,0.002962769,0.003054152,0.004403033,0.001140822],"domain_scores_gemma":[0.9820703,0.01065946,0.001194417,0.003320263,0.001434967,0.001320548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006158522,0.001678809,0.02632051,0.0007859151,0.0007385351,0.0004059446,0.001769069,0.8919247,0.0008184879,0.003773984,0.004106046,0.06151949],"study_design_scores_gemma":[0.002167854,0.0003375786,0.0119327,0.0001263283,0.0003831954,0.000009913417,0.001678491,0.9781036,0.00001049384,0.0004187073,0.004133029,0.0006981363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2118689,0.0002922158,0.783426,0.001298997,0.0003908817,0.001793434,0.0002290071,0.0002281645,0.0004723998],"genre_scores_gemma":[0.9690452,0.000002495843,0.02949643,0.000647356,0.0003872118,0.0001860958,0.0001029388,0.00008052486,0.00005172436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7571763,"threshold_uncertainty_score":0.9995783,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2920224200","doi":"10.5902/1983465916482","title":"Paixão pela arte ou arte pela paixão? Etnografando práticas e emoções no processo organizativo de um circo no Canadá","year":2019,"lang":"en","type":"article","venue":"Revista de Administração da UFSM","topic":"Urban and sociocultural dynamics","field":"Social Sciences","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":"Politics; Sociology; Ethnography; Everyday life; Passion; Field (mathematics); Space (punctuation); Humanities; Aesthetics; Dimension (graph theory); Social life; Art; Anthropology; Epistemology; Psychology; Social psychology; Political science; Philosophy","authors":[{"name":"Josiane Silva de Oliveira","is_ca":false},{"name":"Neusa Rolita Cavedon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01615367174871798,"gpt":0.291909690950955,"spread":0.275756019202237,"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":[0.001210625,0.0004938257,0.000664023,0.00008606387,0.0008249094,0.0009056153,0.0009060297,0.000468945,0.001390906],"category_scores_gemma":[0.001569256,0.000470735,0.0002679307,0.0007983127,0.0004618851,0.0004250736,0.0001047888,0.0006398356,0.001513072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006983248,"about_ca_system_score_gemma":0.002463004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009354777,"about_ca_topic_score_gemma":0.003069225,"domain_scores_codex":[0.9958531,0.000492229,0.0006458463,0.0007502207,0.0008482732,0.001410394],"domain_scores_gemma":[0.9971666,0.0003734144,0.0003554793,0.0006054033,0.0006293824,0.0008697124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008947378,0.001653199,0.4206767,0.003710937,0.001547911,0.00108655,0.1166361,0.00002642675,0.008167328,0.3105976,0.1228793,0.01212312],"study_design_scores_gemma":[0.001631194,0.0005813066,0.00979519,0.0003904427,0.0002638712,0.00005100023,0.00768234,0.0006575141,0.000123362,0.0005957839,0.9767058,0.001522138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083037,0.0008481337,0.0002093082,0.003739507,0.0009957143,0.001484623,0.0002112273,0.0005107004,0.08369708],"genre_scores_gemma":[0.9499583,0.000575254,0.0007855442,0.0007009172,0.0006816915,0.00003128314,0.0001322613,0.00008521621,0.04704955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8538265,"threshold_uncertainty_score":0.9997745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790583539","doi":"10.5902/1983465915796","title":"Estruturas de governança híbridas em redes de cooperativas de crédito brasileiras e canadenses sob a ótica da teoria dos custos de transação","year":2018,"lang":"en","type":"article","venue":"Revista de Administração da UFSM","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Transaction cost; Corporate governance; Welfare economics; Financial intermediary; Financial institution; Business; Financial system; Economics; Finance","authors":[{"name":"Alessandro Gustavo Souza Arruda","is_ca":false},{"name":"Ana Cristina de Faria","is_ca":false},{"name":"Maria do Carmo Romeiro","is_ca":false},{"name":"Francisco Carlos Fernandes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02773388781075731,"gpt":0.2714023050196241,"spread":0.2436684172088668,"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":[0.0007084845,0.0005902032,0.0006714592,0.0001171576,0.0009410203,0.001866073,0.000672004,0.0002269214,0.001010014],"category_scores_gemma":[0.0008819483,0.0005919593,0.0002386689,0.0003951339,0.000331922,0.0005976509,0.0001850223,0.0004224644,0.000214394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008414185,"about_ca_system_score_gemma":0.001220798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004376192,"about_ca_topic_score_gemma":0.01064966,"domain_scores_codex":[0.9968705,0.00007808224,0.0006809531,0.0007055042,0.0002378514,0.001427165],"domain_scores_gemma":[0.9984304,0.0002269119,0.0003004495,0.0005822369,0.0002501741,0.0002097872],"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":[0.003489055,0.001281624,0.2433493,0.003361911,0.00260965,0.002176434,0.01233779,0.0002947772,0.02392986,0.1852613,0.4651738,0.05673459],"study_design_scores_gemma":[0.003204412,0.0004278984,0.04316943,0.0006974505,0.0008074587,0.000323265,0.005877978,0.008866923,0.002145261,0.000845645,0.931436,0.002198259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853377,0.0004743574,0.00205957,0.001840982,0.0004597632,0.0005226511,0.0001171126,0.0001818211,0.009006062],"genre_scores_gemma":[0.9898134,0.0002168111,0.001781677,0.002589111,0.004243362,0.00008394007,0.00004720889,0.0001078611,0.001116631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4662623,"threshold_uncertainty_score":0.9999032,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2906478280","doi":"10.5902/1983465931684","title":"Transparência em Instituições de Microfinança Africanas","year":2018,"lang":"en","type":"article","venue":"Revista de Administração da UFSM","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"","keywords":"Transparency (behavior); Microfinance; Language change; Business; Accounting; Maturity (psychological); Financial system; Business administration; Economic growth; Political science; Economics; Law","authors":[{"name":"Diego Antônio Bittencourt Marconatto","is_ca":false},{"name":"Luciano Barin‐Cruz","is_ca":true},{"name":"Renaud Legoux","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04194596495259787,"gpt":0.2620608753310066,"spread":0.2201149103784087,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007782818,0.000323445,0.000611738,0.0002003807,0.0004010172,0.0002223803,0.0005958105,0.0002771182,0.0005213392],"category_scores_gemma":[0.0001992247,0.0003924724,0.0002386522,0.0005179708,0.0002422702,0.000228834,0.00009764824,0.0002851581,0.001550217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003272435,"about_ca_system_score_gemma":0.0002996539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000240453,"about_ca_topic_score_gemma":0.0001688962,"domain_scores_codex":[0.9975785,0.00002841033,0.0008454201,0.0006577513,0.00006128843,0.0008286058],"domain_scores_gemma":[0.9986352,0.00004625028,0.0003726623,0.0006430123,0.00006575041,0.0002370952],"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":[0.0004346617,0.0004566807,0.02692842,0.0002677977,0.00009924507,0.000192915,0.004656926,0.000002372437,0.006636648,0.9230286,0.02187921,0.01541647],"study_design_scores_gemma":[0.0009665665,0.0004921046,0.0203949,0.0001138194,0.00002624538,0.00005200853,0.0001295175,0.0000979039,0.005328798,0.008181789,0.9635272,0.0006891629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306479,0.006132976,0.02144204,0.0006982542,0.0005993944,0.0003413729,0.0004053706,0.0001300536,0.03960267],"genre_scores_gemma":[0.9923149,0.0008765887,0.003689842,0.0006568966,0.0006168951,0.0000320989,0.00003553215,0.0000561852,0.001721112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9416479,"threshold_uncertainty_score":0.9998527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2276470024","doi":"10.5902/198346597448","title":"Dos principados hereditários: os jovens executivos e as demandas da carreira","year":2015,"lang":"en","type":"article","venue":"Revista de Administração da UFSM","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Autonomy; Identity (music); Work (physics); Meaning (existential); Sociology; Psychology; Construct (python library); Task (project management); Public relations; Social psychology; Political science; Management; Law; Engineering; Art","authors":[{"name":"José Antônio Gontijo do Couto","is_ca":false},{"name":"Antônio Carvalho Neto","is_ca":false},{"name":"Ana Lúcia Sant ́Ana","is_ca":false},{"name":"Pedro Paulo Barros Gonçalves","is_ca":false},{"name":"Fernanda Versiani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05870138056655291,"gpt":0.2998480865007919,"spread":0.241146705934239,"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":[0.000639066,0.0004389329,0.0005166473,0.0001305812,0.000290482,0.001135125,0.000626557,0.0001494075,0.0005403237],"category_scores_gemma":[0.0008918937,0.0003950044,0.00020608,0.0004609449,0.0001723697,0.0008311964,0.0003918479,0.0002955092,0.000942501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187215,"about_ca_system_score_gemma":0.0002788175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004564531,"about_ca_topic_score_gemma":0.00008010313,"domain_scores_codex":[0.9973651,0.00003717081,0.0006074134,0.0006416581,0.0005860151,0.000762628],"domain_scores_gemma":[0.9984186,0.0001003627,0.0004021779,0.0006658037,0.0002767147,0.0001363466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001333032,0.0009735025,0.4979194,0.002263561,0.0008851489,0.001827783,0.002142712,0.0001345329,0.0006028037,0.2618369,0.2029361,0.02714449],"study_design_scores_gemma":[0.001642276,0.0001530301,0.006458398,0.0003112559,0.0002425213,0.00004472701,0.00216016,0.0001797149,0.0001146529,0.00136445,0.9865559,0.0007728831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8978575,0.0026959,0.00007926665,0.003119175,0.001185942,0.0007883169,0.00002819751,0.0003644885,0.09388115],"genre_scores_gemma":[0.9944656,0.0001091648,0.0001950875,0.002055394,0.002123098,0.00007260533,0.00006483792,0.00005659219,0.0008576103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7836198,"threshold_uncertainty_score":0.9999018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2742673871","doi":"10.5902/1983465925180","title":"Health claims in Brazil: helping the public or giving misleading information?","year":2017,"lang":"en","type":"article","venue":"Revista de Administração da UFSM","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","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":"Ingredient; Product (mathematics); Health claims on food labels; Quarter (Canadian coin); Public health; Situated; Nutrition facts label; Environmental health; Healthy food; Food products; Food choice; Food labeling; Consumption (sociology); Medicine; Psychology; Marketing; Business; Food science; Sociology; Geography; Social science; Nursing","authors":[{"name":"Isadora do Carmo Stangherlin","is_ca":false},{"name":"Monique Raupp","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06521846206623196,"gpt":0.3841979866904489,"spread":0.3189795246242169,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001222122,0.0001798747,0.0004015125,0.0001178876,0.0007303746,0.001043279,0.0004231817,0.00008111671,0.0001399842],"category_scores_gemma":[0.0009274347,0.0001322907,0.00010089,0.000154722,0.000106253,0.000564352,0.0001435842,0.0004421591,0.00006730763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358552,"about_ca_system_score_gemma":0.0009969163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009646738,"about_ca_topic_score_gemma":0.0004006801,"domain_scores_codex":[0.9983014,0.00006182136,0.0006063219,0.0002091692,0.0002683559,0.0005528859],"domain_scores_gemma":[0.9982336,0.0001843857,0.0003670956,0.000875228,0.00007199051,0.0002677026],"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":[0.0007203299,0.0002744712,0.1661235,0.003508134,0.0005107867,0.000261648,0.003778353,0.00000299219,0.0003021535,0.02459021,0.00388993,0.7960375],"study_design_scores_gemma":[0.004953268,0.0006635645,0.2068676,0.003579931,0.0001854515,0.0009172027,0.001380895,0.002710046,0.00007113403,0.0001088838,0.7779112,0.0006507793],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8180422,0.006834235,0.002059971,0.16237,0.0007208554,0.001991167,0.00005290565,0.0002625467,0.007666177],"genre_scores_gemma":[0.9964296,0.0003612876,0.0009593169,0.001759931,0.0001259199,0.00002445464,0.00002184228,0.00002087296,0.0002967326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7953867,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}