{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"6c2e79ef5bc8","filters":{"venue":"DAT Journal"}},"results":[{"id":"W4200213856","doi":"10.29147/datjournal.v6i4.502","title":"A história do Design Thinking","year":2021,"lang":"pt","type":"article","venue":"DAT Journal","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Daniel de Salles Canfield","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05743631588268052,"gpt":0.3003605537086017,"spread":0.2429242378259211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001389903,0.0001927706,0.0002044672,0.0001123802,0.0003469866,0.001059038,0.0002858216,0.0001269605,0.01154497],"category_scores_gemma":[0.0004930146,0.0002077893,0.0001060716,0.0003219645,0.00001422702,0.0006385496,0.00004485734,0.001092201,0.001279883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199344,"about_ca_system_score_gemma":0.0005486332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002830239,"about_ca_topic_score_gemma":0.000001604867,"domain_scores_codex":[0.9982265,0.0004642557,0.0003981594,0.0001810961,0.0003680853,0.0003619547],"domain_scores_gemma":[0.9986621,0.0003907468,0.0001547636,0.0003132508,0.0002060941,0.0002731014],"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":[0.00006013711,0.0002399241,0.0002216875,0.0001078365,0.0004941907,0.001608564,0.01217654,0.007817062,0.007056928,0.003759892,0.9155062,0.05095104],"study_design_scores_gemma":[0.000653975,0.00004340226,0.0004809414,0.0002625116,0.0002126209,0.006853035,0.002781073,0.004882436,0.001839616,0.002319327,0.9792513,0.0004198212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001447682,0.02682191,0.9066129,0.006952725,0.01789748,0.0001555581,0.00002416999,0.0001346665,0.03995287],"genre_scores_gemma":[0.6847364,0.01577717,0.2141921,0.006132951,0.01204459,0.00001817256,0.0001142163,0.0004354769,0.06654898],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6924208,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2784853436","doi":"10.29147/2526-1789.dat.2017v2i1p133-147","title":"Reflexões sobre o emprego de técnicas e materiais na construção do acervo tátil em museus","year":2017,"lang":"pt","type":"article","venue":"DAT Journal","topic":"Museums and Cultural Heritage","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":"WSP (Canada)","funders":"","keywords":"Humanities; Art","authors":[{"name":"Elizabeth Romani","is_ca":true},{"name":"Juliana Harrison Henno","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0649457974288496,"gpt":0.3089489768175941,"spread":0.2440031793887445,"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":[0.0005972818,0.0005248041,0.0006149115,0.00008416652,0.005522196,0.01073128,0.001424024,0.0002705139,0.03846822],"category_scores_gemma":[0.00007762582,0.0003978657,0.000387323,0.00001876748,0.0006072565,0.001484719,0.0004550773,0.0009478933,0.001177599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271954,"about_ca_system_score_gemma":0.0001896585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002540952,"about_ca_topic_score_gemma":0.0007745369,"domain_scores_codex":[0.9972002,0.0001767805,0.0007629281,0.000429954,0.0004814493,0.0009487096],"domain_scores_gemma":[0.9972113,0.00003788902,0.0009274391,0.001019882,0.0002734074,0.0005300903],"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":[0.0009215122,0.0007810944,0.004198236,0.0008189094,0.001680334,0.003938422,0.1659581,0.000005259631,0.005078015,0.08272699,0.584339,0.1495541],"study_design_scores_gemma":[0.001757695,0.0003518798,0.005575628,0.0009380862,0.0002575025,0.001904808,0.03747518,0.00005535893,0.0003562705,0.001200771,0.949268,0.0008587789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8896661,0.002206116,0.00001595553,0.002820985,0.005983165,0.0002655366,0.00144009,0.00008802135,0.097514],"genre_scores_gemma":[0.9615891,0.002091273,0.0001425458,0.0005679484,0.003855789,0.000007045182,0.00004154296,0.00007100152,0.03163376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.364929,"threshold_uncertainty_score":0.9998473,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200532834","doi":"10.29147/datjournal.v6i4.494","title":"Código e estampa: Algoritmos potencializando projetos de design","year":2021,"lang":"pt","type":"article","venue":"DAT Journal","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Network for Business Sustainability","funders":"","keywords":"Humanities; Physics; Computer science; Philosophy","authors":[{"name":"Andréa Graciano","is_ca":true},{"name":"Gilbertto Prado","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02536021972958958,"gpt":0.248096895107819,"spread":0.2227366753782294,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005865499,0.0003109275,0.000331343,0.0001276928,0.0003723433,0.0003319589,0.0003182704,0.0001719951,0.0006010357],"category_scores_gemma":[0.00015396,0.0003114549,0.000199029,0.0003605643,0.00003251426,0.0002102373,0.00007553389,0.0009230441,0.0001724992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002043451,"about_ca_system_score_gemma":0.000988292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005398981,"about_ca_topic_score_gemma":0.00000349543,"domain_scores_codex":[0.9977441,0.0003978978,0.0004872414,0.0002577547,0.0004779814,0.0006349723],"domain_scores_gemma":[0.9988369,0.0002300085,0.000110629,0.0002312645,0.0002279597,0.0003632594],"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":[0.0001406773,0.0002502169,0.0004226172,0.0001540446,0.0007871665,0.0073531,0.006370266,0.6750221,0.009684093,0.0009546114,0.1012594,0.1976017],"study_design_scores_gemma":[0.004767593,0.0006453274,0.005006346,0.001045516,0.0007879244,0.03753872,0.001707848,0.7682372,0.02367792,0.03593884,0.1184117,0.002235068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002412879,0.003773644,0.9907558,0.0005253445,0.001018989,0.0001689965,0.00004025978,0.00007698883,0.001227123],"genre_scores_gemma":[0.619859,0.002629796,0.3627388,0.002023318,0.007705135,0.00003842288,0.0001820485,0.0003225202,0.004500874],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6280169,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413561994","doi":"10.29147/datjournal.v10i2.891","title":"Exploring Playful and Technological Strategies","year":2025,"lang":"en","type":"article","venue":"DAT Journal","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute of Aging; Tellabs (Canada)","funders":"","keywords":"Human–computer interaction; Computer science","authors":[{"name":"José Alberto Gomes de Oliveira Karnikowski","is_ca":true},{"name":"Kerolyn Ramos Garcia","is_ca":false},{"name":"Tiago Barros Pontes e Silva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1078626653738493,"gpt":0.3276671770360082,"spread":0.2198045116621589,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002962788,0.0000468421,0.00007322526,0.000143218,0.0004267962,0.0002797419,0.0001732365,0.00006605009,0.00004006589],"category_scores_gemma":[0.000178211,0.00003849302,0.0000161702,0.0002218474,0.0002941401,0.0005420476,0.0000835642,0.000208888,0.000008298282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003028712,"about_ca_system_score_gemma":0.0001228824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001095038,"about_ca_topic_score_gemma":0.00005799421,"domain_scores_codex":[0.9995204,0.00001961827,0.0001046783,0.0000840075,0.0001036444,0.0001676623],"domain_scores_gemma":[0.9998133,0.00004922488,0.00002619863,0.00004997413,0.00002336602,0.00003800294],"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":[0.000005157481,0.00001279948,0.005387384,0.000001720426,0.00001087058,0.00002256529,0.000541074,2.61741e-7,0.00005573783,0.847259,0.001670805,0.1450326],"study_design_scores_gemma":[0.0002816931,0.00002394875,0.01553865,0.00004764831,0.000006516014,0.00003836208,0.03090888,0.00000232778,0.0002981095,0.2597767,0.6929427,0.0001344157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7845784,0.0003401963,0.0009000124,0.00606348,0.0002581802,0.00004739571,0.000001040349,0.0001553154,0.207656],"genre_scores_gemma":[0.9980072,0.0009865323,0.0004593568,0.0000791135,0.00004449282,0.000002642138,6.11414e-7,0.000001459821,0.0004185512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6912719,"threshold_uncertainty_score":0.3282614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200059823","doi":"10.29147/datjournal.v6i4.492","title":"“o céu na terra”, um experimento","year":2021,"lang":"pt","type":"article","venue":"DAT Journal","topic":"Social and Economic Solidarity","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; Art; Philosophy","authors":[{"name":"Sergio de Moraes Bonilha Filho","is_ca":false},{"name":"Luciana Ohira Kawassaki","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0855404055082751,"gpt":0.3617398017837744,"spread":0.2761993962754993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008650384,0.0001817675,0.0003275092,0.00004685477,0.001714097,0.000804293,0.0004400564,0.0002192782,0.02058734],"category_scores_gemma":[0.000201195,0.0001918496,0.0002757132,0.0002415503,0.0002053547,0.0005097142,0.0001783819,0.0005508127,0.001016946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003665545,"about_ca_system_score_gemma":0.0007868256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004365099,"about_ca_topic_score_gemma":0.0003975538,"domain_scores_codex":[0.9978477,0.0003885216,0.000451983,0.0002986455,0.0003722012,0.000640981],"domain_scores_gemma":[0.9988394,0.00008328262,0.0002464056,0.0002136884,0.0001379118,0.0004793099],"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":[0.00005083075,0.0007470234,0.02960064,0.00002758021,0.0005614252,0.0007932948,0.2508784,0.000007955577,0.001452603,0.004276345,0.6698735,0.04173038],"study_design_scores_gemma":[0.0009839796,0.00007061727,0.006716687,0.00009286555,0.00008453494,0.0002050334,0.1946022,0.00007211438,0.001366127,0.003079366,0.7921944,0.0005321045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7793276,0.006773741,0.0001469588,0.01942926,0.01954162,0.0001664005,0.0001032962,0.00006202199,0.1744491],"genre_scores_gemma":[0.9567282,0.001350371,0.0001300582,0.001750672,0.006399126,0.000004346607,0.00001955102,0.0000249997,0.03359273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1774005,"threshold_uncertainty_score":0.9997609,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}