{"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":"eecef9f7598d","filters":{"venue":"Ottagono: rivista trimestrale di architettura, arredamento e industrial design"}},"results":[{"id":"W98174535","doi":"","title":"Canada: colonizzatori, colonia, colonie del design","year":2000,"lang":"it","type":"article","venue":"Ottagono: rivista trimestrale di architettura, arredamento e industrial design","topic":"Diverse academic and cultural studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Art; Anthropology; Humanities; Sociology","authors":[{"name":"Luigi Ferrara","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08497423221827301,"gpt":0.2257643317586208,"spread":0.1407900995403478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001759056,0.001675708,0.002571712,0.0003739838,0.001430144,0.0008784219,0.002032246,0.00124493,0.00430724],"category_scores_gemma":[0.0006088503,0.001911792,0.000628731,0.001395296,0.0009176937,0.0007457522,0.0002836586,0.002255751,0.001832334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002843073,"about_ca_system_score_gemma":0.004241961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3012179,"about_ca_topic_score_gemma":0.003914103,"domain_scores_codex":[0.9903252,0.0007293005,0.003061022,0.002381371,0.0005971083,0.002906069],"domain_scores_gemma":[0.995063,0.0009442997,0.001474543,0.001118192,0.0001720731,0.001227863],"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":[0.002783807,0.001186014,0.01755495,0.00009002576,0.002753983,0.0005914726,0.002220148,0.01786961,0.0001042404,0.006368475,0.9043334,0.04414386],"study_design_scores_gemma":[0.008332768,0.001437709,0.003713422,0.0003072491,0.0004501939,0.00005202478,0.0005254142,0.002376818,0.000790655,0.00153338,0.9775093,0.002971089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7767726,0.04883781,0.00634312,0.02972347,0.01911159,0.02192179,0.01528129,0.00108083,0.08092751],"genre_scores_gemma":[0.8714148,0.005141035,0.001279196,0.00133721,0.002328772,0.0004105942,0.0003203916,0.0002493247,0.1175186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2973038,"threshold_uncertainty_score":0.9998699,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W19053785","doi":"10.1021/jm800726b","title":"Vancouver: natura e west coast","year":2002,"lang":"en","type":"article","venue":"Ottagono: rivista trimestrale di architettura, arredamento e industrial design","topic":"Cultural Industries and Urban Development","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":"Geography; Natura 2000; Ecology; Biodiversity; Biology","authors":[{"name":"Tom Becher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1034276901155489,"gpt":0.2829262647495647,"spread":0.1794985746340158,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001202056,0.000747794,0.0007629768,0.0003162732,0.001597628,0.000972652,0.001218924,0.0006957693,0.003837503],"category_scores_gemma":[0.0007983965,0.0007006997,0.0003684098,0.00124404,0.0009896709,0.0007578816,0.0001768215,0.001409306,0.0004614624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008070185,"about_ca_system_score_gemma":0.000743719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005831971,"about_ca_topic_score_gemma":0.002168701,"domain_scores_codex":[0.9938008,0.0009148479,0.001097737,0.001052025,0.001326663,0.001807914],"domain_scores_gemma":[0.9970782,0.0005785487,0.000495426,0.0006491936,0.0002157145,0.0009829362],"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":[0.0001093937,0.0003643231,0.00357436,0.000008553559,0.0001481772,0.00008747873,0.004825725,0.000137405,0.0002192318,0.0009782875,0.8796413,0.1099057],"study_design_scores_gemma":[0.002636262,0.0002857541,0.0008238418,0.0001419684,0.00009498258,0.00001104841,0.006035395,0.0002370854,0.000706861,0.0003850645,0.9874561,0.001185638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5151868,0.003957391,0.006129868,0.06180602,0.03882927,0.0186961,0.0008799291,0.004734341,0.3497803],"genre_scores_gemma":[0.7823116,0.0003014162,0.001818307,0.0003700184,0.002983684,0.0001553426,0.00008958886,0.00009800566,0.211872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2671248,"threshold_uncertainty_score":0.9997022,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W81173454","doi":"","title":"Toronto, a misura d'uomo","year":2002,"lang":"it","type":"article","venue":"Ottagono: rivista trimestrale di architettura, arredamento e industrial design","topic":"Management, Economics, and Public Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Philosophy","authors":[{"name":"Valerio Mompurgo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09603189591740109,"gpt":0.2460852159403294,"spread":0.1500533200229283,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0023291,0.001979156,0.001963571,0.001059321,0.001085227,0.006078817,0.002770148,0.0009411736,0.0165409],"category_scores_gemma":[0.0009230383,0.002259778,0.001056901,0.001176859,0.0007319264,0.004786838,0.0008521486,0.001487046,0.00523062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073173,"about_ca_system_score_gemma":0.0003939317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01490923,"about_ca_topic_score_gemma":0.000348155,"domain_scores_codex":[0.989723,0.0004912973,0.002844317,0.002478861,0.001046082,0.00341644],"domain_scores_gemma":[0.9942924,0.0005218832,0.002168533,0.002222982,0.0002512974,0.0005428387],"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":[0.0005485209,0.002163929,0.008649359,0.0004423814,0.001474119,0.0002011191,0.001013887,0.0006709881,0.0001663811,0.02086161,0.8267601,0.1370476],"study_design_scores_gemma":[0.008871636,0.0003350723,0.00155989,0.0004459579,0.0008457279,0.0000212149,0.00091926,0.01513384,0.0001283184,0.001853497,0.966862,0.003023608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1138004,0.005672524,0.004066526,0.02446335,0.01902681,0.01259805,0.0007393548,0.002039096,0.8175939],"genre_scores_gemma":[0.8516464,0.001005835,0.0006182928,0.003037596,0.02091551,0.0003333077,0.0005397373,0.0004779736,0.1214254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.737846,"threshold_uncertainty_score":0.9992951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W108520608","doi":"","title":"Toronto,torri e superfici","year":2002,"lang":"it","type":"article","venue":"Ottagono: rivista trimestrale di architettura, arredamento e industrial design","topic":"Italian Social Issues and Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geography","authors":[{"name":"Valerio Morpurgo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1191898196999888,"gpt":0.2995382154069803,"spread":0.1803483957069915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002011435,0.001311646,0.001426798,0.0002500384,0.001990499,0.002018172,0.001647994,0.001396335,0.007316095],"category_scores_gemma":[0.0008138989,0.001422239,0.0008970286,0.001113139,0.001471973,0.00178386,0.0001921447,0.001323578,0.001479787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001902178,"about_ca_system_score_gemma":0.0008881277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02746264,"about_ca_topic_score_gemma":0.001237831,"domain_scores_codex":[0.9891992,0.002653531,0.001873645,0.001737116,0.001838473,0.002698032],"domain_scores_gemma":[0.9956544,0.000724953,0.0008531442,0.001121452,0.0002806625,0.001365404],"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":[0.0006693623,0.003578259,0.005870977,0.0001001154,0.001110504,0.0002925062,0.1489528,0.0005043737,0.002693883,0.02291177,0.6545352,0.1587803],"study_design_scores_gemma":[0.006216033,0.002082246,0.0009488099,0.0005616246,0.0008433531,0.0000163461,0.03951292,0.001765606,0.001760657,0.0008320732,0.9420392,0.003421116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5210046,0.01586855,0.004269612,0.0219013,0.03390633,0.01892782,0.001697921,0.002330024,0.3800939],"genre_scores_gemma":[0.8609117,0.001489086,0.0005256771,0.0002385493,0.008064225,0.0001386944,0.0001782085,0.0001775025,0.1282764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3399071,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W204175408","doi":"","title":"Journey to Canada","year":2002,"lang":"it","type":"article","venue":"Ottagono: rivista trimestrale di architettura, arredamento e industrial design","topic":"Short Stories in Global Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geography","authors":[{"name":"Francesca Pierpaoli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1102126742509842,"gpt":0.2547017632756324,"spread":0.1444890890246482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008199207,0.001820693,0.001667257,0.0005814684,0.001736707,0.003588377,0.002209246,0.0007061923,0.007363449],"category_scores_gemma":[0.0009550979,0.001834057,0.0005763891,0.0008229358,0.000799619,0.0005688082,0.0004305589,0.002634116,0.000388388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002275096,"about_ca_system_score_gemma":0.002276646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2231812,"about_ca_topic_score_gemma":0.05096738,"domain_scores_codex":[0.9898719,0.001102085,0.002218853,0.001923205,0.001964427,0.002919573],"domain_scores_gemma":[0.9940301,0.0008110474,0.0007739454,0.001847678,0.0004158587,0.002121429],"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":[0.000498811,0.0006420798,0.0009226399,0.00006121088,0.0007121342,0.0006233878,0.01560457,0.0009789643,0.000108168,0.02326322,0.9400325,0.01655231],"study_design_scores_gemma":[0.002567648,0.001060867,0.0001712479,0.0005831991,0.0003815689,0.00006566363,0.003086588,0.0003624226,0.0003967655,0.0002701307,0.9889365,0.00211743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1398888,0.01038489,0.001390387,0.03941074,0.09160171,0.01901131,0.01774653,0.00160088,0.6789647],"genre_scores_gemma":[0.8057848,0.0001045235,0.0005911842,0.002120573,0.01220444,0.0001757471,0.0003062836,0.0002836114,0.1784288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.665896,"threshold_uncertainty_score":0.9996669,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W136893948","doi":"","title":"Desing in canada dal 1945","year":2002,"lang":"it","type":"article","venue":"Ottagono: rivista trimestrale di architettura, arredamento e industrial design","topic":"Urbanism, Landscape, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geography; History","authors":[{"name":"Rachel Gotlieb","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09575617322869094,"gpt":0.2518582186245695,"spread":0.1561020453958785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001660275,0.001287267,0.00165952,0.0005567357,0.001418268,0.0009047132,0.001566122,0.000640498,0.001097541],"category_scores_gemma":[0.001064533,0.001343178,0.0004302418,0.001799398,0.0009382475,0.0006627608,0.000257035,0.001951737,0.0001731956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003049613,"about_ca_system_score_gemma":0.005533511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8915131,"about_ca_topic_score_gemma":0.5754895,"domain_scores_codex":[0.988937,0.002359973,0.001992312,0.001693415,0.001853572,0.003163737],"domain_scores_gemma":[0.9951137,0.001896683,0.0008456372,0.0008973819,0.0001357687,0.001110801],"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":[0.0008602182,0.00219551,0.2656877,0.000127106,0.001295948,0.002258395,0.08039285,0.002645215,0.0003285684,0.001434252,0.5681339,0.07464033],"study_design_scores_gemma":[0.04101194,0.003257179,0.08954742,0.003399479,0.002237851,0.0001160927,0.05809347,0.01705419,0.002070703,0.003939427,0.7653866,0.01388564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295777,0.003780558,0.0006432737,0.009082703,0.0121883,0.005594498,0.000536542,0.0003465848,0.03824985],"genre_scores_gemma":[0.9756276,0.0007835942,0.0003849021,0.0002193244,0.003239292,0.0001054041,0.00005214333,0.000133668,0.01945405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3160235,"threshold_uncertainty_score":0.9999879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}