{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"22d0eff1f9ed","filters":{"venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society"}},"results":[{"id":"W1483127201","doi":"10.24917/20801653.10.16","title":"Kształtowanie się i organizacja przestrzenna korporacji ponadnarodowej Honda","year":2008,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Management and Organizational Practices","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Corporation; Auto industry; Value (mathematics); Management; Economy; Business; General motors; Economic history; Automotive industry; Engineering; Economics; Finance","authors":[{"name":"Wioletta Kilar","is_ca":false},{"name":"Monika Cieluch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06926470118488233,"gpt":0.2525867068870577,"spread":0.1833220057021754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009278113,0.0004022046,0.0006211437,0.0002010415,0.001694147,0.00008167447,0.001939475,0.0002863551,0.0002372326],"category_scores_gemma":[0.00162939,0.0002372724,0.001259444,0.004719719,0.001845812,0.0006257552,0.002569154,0.0007360854,0.000006909443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002217276,"about_ca_system_score_gemma":0.00007044221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148545,"about_ca_topic_score_gemma":0.0000480907,"domain_scores_codex":[0.9968909,0.0001203193,0.0008541193,0.0004146779,0.001250739,0.0004692244],"domain_scores_gemma":[0.9964382,0.0003383841,0.001491547,0.0008938975,0.0007951011,0.00004287205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008861368,0.000372765,0.7504742,0.0001493186,0.0009517556,7.628298e-7,0.0002051196,0.00006746614,0.0002083585,0.00578484,0.2411451,0.0005516044],"study_design_scores_gemma":[0.002795943,0.00007215065,0.6564583,0.0004678105,0.001140917,0.000006208423,0.003349652,0.00007556884,0.0009830791,0.0156,0.3182358,0.0008145617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514248,0.001459039,0.00000914574,0.0349236,0.002816129,0.001163996,0.00004319246,0.0001692086,0.007990927],"genre_scores_gemma":[0.9960958,0.0004589683,0.00009944358,0.001491853,0.00130755,0.00001019043,0.00001072737,0.00004202522,0.0004834097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09401598,"threshold_uncertainty_score":0.9996055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3125567472","doi":"10.24917/20801653.343.15","title":"Evaluation of Selected Components of Standard of Living and Quality of life within a Polish Diaspora: the Example of the Greater Toronto Area","year":2020,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Urbanization and City Planning","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":"Diaspora; Quality of life (healthcare); Standard of living; Quality (philosophy); Dance; Geography; Sociology; Socioeconomics; Psychology; Political science; Gender studies; Law; Visual arts","authors":[{"name":"Kamila Ziółkowska-Weiss","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2167377167369256,"gpt":0.3425126766826189,"spread":0.1257749599456933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005523316,0.0001930789,0.0008565186,0.00003990085,0.0005105313,0.00001135798,0.001071136,0.0002466739,0.00004213365],"category_scores_gemma":[0.008169116,0.0001002307,0.0008082362,0.001929395,0.00334319,0.0001003743,0.0007573151,0.0003432426,7.880939e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003444875,"about_ca_system_score_gemma":0.0002876087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05824015,"about_ca_topic_score_gemma":0.001971657,"domain_scores_codex":[0.9936321,0.002443465,0.001250369,0.0002177542,0.002223833,0.0002324666],"domain_scores_gemma":[0.9935332,0.001311048,0.002427827,0.0005008932,0.002125099,0.0001019269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002212563,0.0001703063,0.937646,0.0001302734,0.00105138,4.315168e-9,0.05555235,0.0001309818,0.001733682,0.0008395763,0.002363114,0.0001610443],"study_design_scores_gemma":[0.001219861,0.0001909291,0.9326171,0.0008543401,0.0006925896,6.034251e-8,0.06038706,0.0001054347,0.003012251,0.0005757299,0.0002052246,0.0001393636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943317,0.001217134,0.0000041341,0.002875297,0.0002306135,0.0007717308,0.0002861824,0.0000102725,0.0002729195],"genre_scores_gemma":[0.9995794,0.0002134284,0.00003657822,0.0000795583,0.00006784772,0.000005848621,0.000002065143,0.000008800076,0.00000649363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0562685,"threshold_uncertainty_score":0.9993691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393236099","doi":"10.24917/20801653.381.3","title":"Application of selected groundwater quality indices in anthropogenically transformed areas","year":2024,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Integrated Water Resources Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Groundwater; Environmental science; Quality (philosophy); Hydrology (agriculture); Geography; Water resource management; Geology; Geotechnical engineering","authors":[{"name":"Julia Szkleniarz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02845927780352497,"gpt":0.2963452758083037,"spread":0.2678859980047787,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001392407,0.0002593999,0.0005188148,0.0001032833,0.0002431663,0.00002280498,0.00126967,0.0002774746,0.00007456032],"category_scores_gemma":[0.0001728013,0.0001362768,0.001075054,0.003664053,0.002792626,0.0001103654,0.0008711138,0.0007013177,0.000001061683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008154504,"about_ca_system_score_gemma":0.00002471985,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01049488,"about_ca_topic_score_gemma":0.0006197764,"domain_scores_codex":[0.9968311,0.0004716907,0.001006831,0.0003815029,0.0009340226,0.0003748889],"domain_scores_gemma":[0.9985659,0.0002829234,0.0003982357,0.000610281,0.00007486291,0.00006777281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001636888,0.0005279914,0.9780184,0.0002052677,0.0008343285,2.228384e-7,0.002636713,0.0004779807,0.004350264,0.0004095012,0.004024505,0.008351131],"study_design_scores_gemma":[0.00149608,0.0002668868,0.9513115,0.0008047082,0.0003815934,0.000001362029,0.003273985,0.0005073964,0.01552495,0.006197399,0.01981985,0.0004143349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928802,0.0005323482,0.00004520709,0.004345417,0.0003254984,0.0009595228,0.00005711755,0.00003851904,0.0008161888],"genre_scores_gemma":[0.9994932,0.0002161266,0.00008053782,0.00006324903,0.00004338817,0.00004045999,0.000005358703,0.00001483195,0.00004279595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02670695,"threshold_uncertainty_score":0.9999212,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1904052623","doi":"10.24917/20801653.16.12","title":"Transformacja i globalna ekspansja brazylijskiego przemysłu lotniczego na przełomie XX i XXI wieku na przykładzie koncernu EMBRAER","year":2010,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Defense, Military, and Policy Studies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"License; Position (finance); Political science; Business; Business administration; Management; Engineering; Economic history; Economy; Economics; Finance; Law","authors":[{"name":"Mirosław Wójtowicz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05444083392328505,"gpt":0.2697486620503534,"spread":0.2153078281270683,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001904254,0.0007268577,0.001675255,0.000243864,0.001480151,0.00006628306,0.002592781,0.000821849,0.0001469664],"category_scores_gemma":[0.001087915,0.000493617,0.003983383,0.002530466,0.004174459,0.0002684552,0.001273133,0.001975871,0.000009151595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006101381,"about_ca_system_score_gemma":0.000105383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003837503,"about_ca_topic_score_gemma":0.0004156239,"domain_scores_codex":[0.9953641,0.0002025351,0.00202494,0.000797985,0.0005158829,0.001094558],"domain_scores_gemma":[0.9957093,0.0005639111,0.001351335,0.001737581,0.0003416986,0.0002961959],"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":[0.0003274207,0.0009330892,0.7773432,0.0003101556,0.004735925,6.086029e-7,0.003904067,0.00005175579,0.000265566,0.03915467,0.16912,0.003853547],"study_design_scores_gemma":[0.008252492,0.0006429176,0.3757876,0.0006513749,0.0008364723,0.00001380934,0.00429788,0.0001399205,0.00235305,0.09912271,0.5059356,0.001966199],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9260837,0.01519744,0.00001316149,0.02594328,0.007231419,0.002042606,0.002710647,0.0001517042,0.02062604],"genre_scores_gemma":[0.9947618,0.002708824,0.000175383,0.0009890262,0.0007491942,0.000062465,0.00001004916,0.00005677977,0.0004864548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4015557,"threshold_uncertainty_score":0.9998198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3123872972","doi":"10.24917/20801653.343.9","title":"Classification of Countries of Destination by Gross and Relative Values of International (Inbound) Tourism and its Factors","year":2020,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Tourism; Destinations; Geography; Economic geography; Business; Regional science; Economy; Economics","authors":[{"name":"Oleksandr Korol","is_ca":false},{"name":"Volodymyr Krul","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08907621541961216,"gpt":0.3438604401773507,"spread":0.2547842247577385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001217647,0.0001507446,0.0004564806,0.0000863451,0.0004752638,0.00002029509,0.0008167691,0.0002416072,0.00001762305],"category_scores_gemma":[0.003114748,0.00009798478,0.0004541202,0.0008941633,0.004922946,0.0002245016,0.0007477303,0.0003718016,3.624569e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002126344,"about_ca_system_score_gemma":0.00009518096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202886,"about_ca_topic_score_gemma":0.00002585574,"domain_scores_codex":[0.997278,0.0004802767,0.0005981007,0.0002133382,0.001232698,0.0001975733],"domain_scores_gemma":[0.9966789,0.001063242,0.001037413,0.0001954353,0.0009219915,0.0001030312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002036145,0.0002230811,0.9474701,0.0001696189,0.001156382,9.377391e-8,0.01761359,0.00000988248,0.002559148,0.01684623,0.0131599,0.0005883208],"study_design_scores_gemma":[0.002982784,0.0005824264,0.8573114,0.00087266,0.0005481206,2.718402e-7,0.08506062,0.0001560371,0.02305031,0.02293238,0.006132118,0.0003708976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802446,0.001684998,0.000003283328,0.01639564,0.000245212,0.000472731,0.000263322,0.00001047352,0.000679674],"genre_scores_gemma":[0.9973785,0.00240676,0.0000649824,0.00002212362,0.00007975223,0.000003669803,0.000002797123,0.000006494098,0.00003493443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09015877,"threshold_uncertainty_score":0.9977851,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1640382895","doi":"10.24917/2702","title":"Przekształcenia przestrzennej struktury meksykańskiego przemysłu samochodowego pod wpływem BIZ","year":2015,"lang":"pl","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","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":"Foreign direct investment; Automotive industry; Liberalization; Production (economics); Investment (military); Distribution (mathematics); International economics; Economics; International trade; Business; Economy; Market economy; Political science; Macroeconomics; Engineering","authors":[{"name":"Mirosław Wójtowicz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2087295663386949,"gpt":0.275569860057156,"spread":0.06684029371846112,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003244085,0.001043093,0.00261743,0.000346229,0.001119547,0.0001713085,0.004263523,0.001538223,0.0001009866],"category_scores_gemma":[0.001898317,0.0007656025,0.0055324,0.003703173,0.003892391,0.0003828735,0.003477938,0.002346604,0.00001597413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000254814,"about_ca_system_score_gemma":0.0003208182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003416041,"about_ca_topic_score_gemma":0.0001236731,"domain_scores_codex":[0.9927805,0.0005080437,0.003371077,0.001202823,0.0006523198,0.001485218],"domain_scores_gemma":[0.9916855,0.0005970759,0.003829864,0.002618755,0.000554949,0.0007138745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003401242,0.001035959,0.7813421,0.0002419969,0.004536675,7.481481e-7,0.002077657,0.0003359127,0.00001760104,0.01480049,0.1935519,0.001718838],"study_design_scores_gemma":[0.01469469,0.001565247,0.4383056,0.002465524,0.002041685,0.00002384626,0.01689929,0.0005047008,0.001166631,0.1271076,0.3920587,0.003166558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9026011,0.03713056,0.00001172427,0.0279154,0.01598831,0.002608282,0.004131059,0.0001059439,0.009507601],"genre_scores_gemma":[0.9911161,0.005837285,0.000462932,0.0006440608,0.001169941,0.00004125206,0.00002145038,0.00008907288,0.0006179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3430365,"threshold_uncertainty_score":0.999955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206741206","doi":"10.24917/20801653.354.3","title":"Liberalisation and the regional air network configuration from Nigeria to other West African Countries","year":2021,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Aviation Industry Analysis and Trends","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Transport Canada","funders":"","keywords":"Liberalization; Index (typography); International economics; Economics; Computer science; Market economy","authors":[{"name":"Adeniyi Olufemi Oluwakoya","is_ca":true},{"name":"Dickson Dare Ajayi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05290015804197576,"gpt":0.2507884552951442,"spread":0.1978882972531684,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001030425,0.0001985223,0.0006277033,0.00005398582,0.000818951,0.0000570585,0.0005049935,0.0002490113,0.0001612782],"category_scores_gemma":[0.0004238138,0.0001157974,0.0009646883,0.001519946,0.001284083,0.00007506704,0.0004091384,0.0004143138,0.000001374845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002267258,"about_ca_system_score_gemma":0.00003787647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002133748,"about_ca_topic_score_gemma":0.0001983137,"domain_scores_codex":[0.9980959,0.0002652002,0.0008613512,0.0003218568,0.0002160324,0.0002396891],"domain_scores_gemma":[0.9975684,0.0005861009,0.0009295109,0.0006045525,0.0002346288,0.00007682879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001900303,0.0001082415,0.8490051,0.00001431221,0.002053688,8.998158e-8,0.002805944,0.001016993,0.00001393977,0.08567676,0.05871004,0.0004048575],"study_design_scores_gemma":[0.003409797,0.00006424241,0.6287618,0.000277945,0.0003232065,0.000001145721,0.005014231,0.0001618689,0.0003345616,0.09996765,0.2612793,0.0004042753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7674581,0.009602653,0.0001343538,0.2157783,0.001838203,0.0007569359,0.0008810754,0.00003125564,0.003519143],"genre_scores_gemma":[0.996814,0.0005307867,0.00009945268,0.001757207,0.0004955335,0.00002706113,0.00001140927,0.00001154327,0.0002530449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2293559,"threshold_uncertainty_score":0.6298792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2953749470","doi":"10.24917/20801653.332.10","title":"The Transformation of Economic Development in the Border Regions of Russia and Kazakhstan in the Post-Soviet Period","year":2019,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","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":"Soviet union; Economic geography; Agriculture; Economy; Quarter (Canadian coin); Customs union; Geography; Economic system; Political science; Business; International trade; Economics","authors":[{"name":"Alexander Burnasov","is_ca":false},{"name":"Ilyushkina Maria","is_ca":false},{"name":"Yury Kovalev","is_ca":false},{"name":"Anatoly Stepanov","is_ca":false},{"name":"Gulnara Nyussupova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03544464005511496,"gpt":0.3128193137983065,"spread":0.2773746737431915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00469292,0.0002197777,0.0004986178,0.0001019179,0.001052084,0.00004095866,0.001874548,0.0002582358,0.00001784505],"category_scores_gemma":[0.0002682652,0.00009744694,0.0007326856,0.001112205,0.00323935,0.0001417288,0.000323498,0.0006019676,2.659627e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006556624,"about_ca_system_score_gemma":0.0003437002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003780011,"about_ca_topic_score_gemma":0.002610964,"domain_scores_codex":[0.996614,0.001031627,0.001045737,0.0002179212,0.0007046548,0.0003860183],"domain_scores_gemma":[0.9971722,0.001345103,0.0007671848,0.0005319213,0.0001376551,0.00004588776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002080264,0.0003155494,0.7412035,0.00008331928,0.0007682571,1.01738e-7,0.1879737,0.00008872055,0.00003303714,0.05433977,0.007342548,0.007643444],"study_design_scores_gemma":[0.0017433,0.00009811728,0.6778536,0.0003445257,0.00009309586,0.000001110818,0.2432831,0.00001237817,0.00007098408,0.008319588,0.06795204,0.000228146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293934,0.00104,4.499236e-7,0.0647098,0.0003961223,0.001074508,0.00003272416,0.000006312008,0.003346731],"genre_scores_gemma":[0.9980004,0.001615645,0.00003296964,0.0001972339,0.00005217331,0.00004112786,0.000002898968,0.000007773589,0.00004974532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06860708,"threshold_uncertainty_score":0.9994733,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2612970916","doi":"10.24917/20801653.311","title":"Przemiany strukturalne wybranych sektorów gospodarki","year":2017,"lang":"pl","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Polish socio-economic development","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"École nationale d'administration publique","keywords":"Business","authors":[{"name":"Zbigniew Zioło","is_ca":false},{"name":"Tomasz Rachwał","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1026630576716995,"gpt":0.2885249358455829,"spread":0.1858618781738834,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.003453336,0.0009203266,0.002493858,0.0002399394,0.004218496,0.0003134142,0.007264606,0.001334999,0.0002277256],"category_scores_gemma":[0.002713878,0.0006701594,0.005722262,0.001144598,0.007460992,0.0004505119,0.006262089,0.002345909,0.00001206625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002968718,"about_ca_system_score_gemma":0.000289961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005244685,"about_ca_topic_score_gemma":0.0001144945,"domain_scores_codex":[0.9935605,0.00033552,0.003053371,0.001110567,0.0005675211,0.0013725],"domain_scores_gemma":[0.9878874,0.0006158567,0.006468724,0.004209598,0.0004193984,0.0003989649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001172197,0.0004189378,0.8786074,0.0002250459,0.004833155,4.005616e-7,0.001927743,0.00003304223,0.00001987864,0.006042254,0.1049795,0.002795433],"study_design_scores_gemma":[0.004344253,0.0001595205,0.842267,0.001269194,0.0004824981,0.000002866282,0.002718519,0.00007040644,0.0005777166,0.02337663,0.1236977,0.001033751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9129112,0.01358746,0.000002696981,0.04556647,0.01463924,0.001894335,0.002693894,0.00005094374,0.008653767],"genre_scores_gemma":[0.9904493,0.005832599,0.000208987,0.0004828058,0.001006697,0.00004756846,0.000008060258,0.00007399352,0.001889968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07753813,"threshold_uncertainty_score":0.9999615,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387125297","doi":"10.24917/20801653.373.4","title":"Assessment of the Population of Medium and Small Towns of Europe in the Last Quarter of the 19th Century in the Works by Professor Alexander Georg Supan","year":2023,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Whitehead's Philosophy and Applications","field":"Environmental Science","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":"Quarter (Canadian coin); Late 19th century; History; Archaeology; Art; Period (music); Aesthetics","authors":[{"name":"Valeriy Rudenko","is_ca":false},{"name":"Viktoriia Bilous","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03656903521502772,"gpt":0.2907186601678213,"spread":0.2541496249527936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002092092,0.0002189786,0.0004526329,0.0000543079,0.0003901046,0.00001094155,0.001917879,0.0002107382,0.00001876724],"category_scores_gemma":[0.0002092935,0.0000862101,0.0006851974,0.003402229,0.002594903,0.00006257272,0.00129034,0.0007938128,6.998672e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001808218,"about_ca_system_score_gemma":0.00002741041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001846099,"about_ca_topic_score_gemma":0.0004784144,"domain_scores_codex":[0.9965369,0.001088632,0.0008711024,0.0002517847,0.0009603479,0.0002912593],"domain_scores_gemma":[0.9972399,0.0007797033,0.0008976016,0.0009767492,0.00007024219,0.00003574472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003203132,0.0004390271,0.9890943,0.0000509017,0.0001271128,2.379507e-8,0.00268813,0.0002139015,0.0009150975,0.0006021851,0.005495894,0.0003414333],"study_design_scores_gemma":[0.0007258824,0.00007432944,0.9879087,0.0003230421,0.0001141481,3.760411e-7,0.006330852,0.00003311924,0.0004965207,0.003100997,0.000802458,0.00008963961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709876,0.0002058544,5.930937e-7,0.02645031,0.0002092299,0.001252182,0.0001499982,0.000005707114,0.0007385905],"genre_scores_gemma":[0.9993892,0.0003122886,0.00001498524,0.0001558774,0.00004546122,0.00004609885,0.000005098298,0.000009513924,0.00002149671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02840164,"threshold_uncertainty_score":0.9561029,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3133521108","doi":"10.24917/1437","title":"Permanent Foreign Immigrations into Poland","year":2013,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Polish socio-economic development","field":"Economics, Econometrics and Finance","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":"Emigration; Immigration; Accession; European union; Political science; Geography; Development economics; Economy; Demographic economics; Business; International trade; Economics; Law","authors":[{"name":"Dariusz Nowotnik","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04986417338755994,"gpt":0.2458050358075931,"spread":0.1959408624200332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008972051,0.0003110935,0.000788877,0.0001501113,0.0008012019,0.00005404624,0.001438976,0.0003380346,0.0001594285],"category_scores_gemma":[0.0004627932,0.000206728,0.001830792,0.001048436,0.001543461,0.0001880981,0.001166951,0.0006112822,0.00001235507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008948,"about_ca_system_score_gemma":0.00005986596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007085246,"about_ca_topic_score_gemma":0.00005987813,"domain_scores_codex":[0.9974847,0.0001050049,0.001333661,0.0003919789,0.0001958055,0.0004888911],"domain_scores_gemma":[0.9973401,0.000256366,0.001138055,0.0009223624,0.0001902907,0.0001527681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001280067,0.0002048297,0.8569999,0.00004780594,0.001207397,3.7958e-8,0.002216919,0.00003974349,0.00004858651,0.02720856,0.1112975,0.0007159443],"study_design_scores_gemma":[0.002014667,0.000100231,0.6927894,0.0002402631,0.0001154386,0.000001798783,0.006058052,0.00009037327,0.0004837663,0.2403697,0.0571654,0.000570958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635969,0.00357251,0.00001033287,0.02061804,0.001718793,0.001238153,0.0002555134,0.00004138489,0.008948392],"genre_scores_gemma":[0.9979239,0.0006570885,0.0003242884,0.0004655535,0.000207224,0.00009057935,0.00000553065,0.00002258927,0.0003032815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2131611,"threshold_uncertainty_score":0.9995267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203010635","doi":"10.24917/1195","title":"Prospects of the Use of Shale Gas in the EU Power Sector","year":2013,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Global Energy Security and Policy","field":"Energy","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":"Oil shale; European union; Shale gas; Unconventional oil; Natural resource economics; Energy policy; Production (economics); Hydraulic fracturing; Economics; Economy; Business; International trade; Petroleum engineering; Waste management; Renewable energy; Engineering","authors":[{"name":"Agnieszka Pach‐Gurgul","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07442613089613644,"gpt":0.2687378509534302,"spread":0.1943117200572938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008223832,0.0003673102,0.0007784789,0.00009928436,0.0004485517,0.00003123052,0.002529952,0.000474538,0.00008518899],"category_scores_gemma":[0.001190805,0.000159544,0.002442426,0.003128532,0.003119294,0.0001402088,0.001478935,0.001032841,4.951721e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002606694,"about_ca_system_score_gemma":0.00008122905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04689365,"about_ca_topic_score_gemma":0.001171362,"domain_scores_codex":[0.9960745,0.000960685,0.001045179,0.0002965359,0.001079761,0.0005433374],"domain_scores_gemma":[0.9960538,0.0009061452,0.0009798727,0.00153901,0.000430396,0.00009079794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003711482,0.002475706,0.5340059,0.0003251711,0.003382242,4.652475e-7,0.01330498,0.002975287,0.002595343,0.2240983,0.2144973,0.001968109],"study_design_scores_gemma":[0.004360311,0.0005099652,0.6647909,0.00169171,0.0006015693,0.0000059747,0.007826368,0.00006819382,0.0118176,0.0377002,0.2699355,0.0006917474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760863,0.0009337,9.962768e-8,0.01774595,0.0008261179,0.0009418396,0.0001497932,0.00001898246,0.003297178],"genre_scores_gemma":[0.9985805,0.0003142309,0.000041551,0.0007511477,0.000161183,0.00003919563,0.000001852256,0.00001925955,0.00009104187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1863981,"threshold_uncertainty_score":0.9995936,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3133704351","doi":"10.24917/527","title":"Formation and spatial organization of the international corporation Honda","year":2008,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","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":"Corporation; Auto industry; Business; Economy; General motors; Management; Automotive industry; Engineering; Economics; Finance","authors":[{"name":"Wioletta Kilar","is_ca":false},{"name":"Monika Cieluch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09346639311922293,"gpt":0.2245226143046723,"spread":0.1310562211854494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004177442,0.000133128,0.0003464509,0.0000635187,0.0004414548,0.00001600048,0.0006978035,0.0001810281,0.00001917772],"category_scores_gemma":[0.0004421836,0.00008320886,0.0005354449,0.0008006213,0.0008693614,0.0001578097,0.0005673163,0.0002549159,4.204942e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003077485,"about_ca_system_score_gemma":0.00002554258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388305,"about_ca_topic_score_gemma":0.00005019035,"domain_scores_codex":[0.9987384,0.00004814878,0.0007634813,0.0001667773,0.0001405723,0.0001426063],"domain_scores_gemma":[0.9981239,0.00008332073,0.001205451,0.0003717939,0.0001795788,0.00003588557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001769932,0.00008217195,0.9822338,0.00002133803,0.0002553417,1.175861e-8,0.0006485422,0.0001467015,0.00009009222,0.006376963,0.00981385,0.0003134384],"study_design_scores_gemma":[0.001406865,0.00006089634,0.9661801,0.0001238272,0.0000645687,0.000004291752,0.0008487161,0.0003846926,0.003961778,0.01670165,0.01008124,0.0001813902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99002,0.0004571068,0.00004050376,0.006582935,0.001610538,0.0003163053,0.0002227227,0.000009107531,0.000740747],"genre_scores_gemma":[0.9986245,0.001012704,0.00005662376,0.0001374625,0.0001183073,0.000003532971,0.000006015811,0.000007709876,0.00003312966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01605376,"threshold_uncertainty_score":0.3395358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4297504264","doi":"10.24917/20801653.363.7","title":"Touristic cultural determinants in Canada based on the authorial route of cultural heritage in the Alberta province","year":2022,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Diverse Aspects of Tourism Research","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":"Tourism; Attractiveness; Cultural heritage; Element (criminal law); Accommodation; Tourist attraction; Product (mathematics); Geography; Cultural tourism; Advertising; Marketing; Tourism geography; Business; Archaeology; Political science; Aesthetics; Psychology; Art; Law","authors":[{"name":"Kamila Ziółkowska-Weiss","is_ca":false},{"name":"Natalia Lewandowska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06073433715283937,"gpt":0.3217832486753248,"spread":0.2610489115224854,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003580468,0.0002685708,0.0005659917,0.00009194751,0.001943299,0.00005114864,0.004112256,0.0001559928,0.0000706279],"category_scores_gemma":[0.003414408,0.0001232417,0.0009891914,0.002844661,0.002710311,0.0001057687,0.001517868,0.001646589,1.14824e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267494,"about_ca_system_score_gemma":0.001299497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.923367,"about_ca_topic_score_gemma":0.7464644,"domain_scores_codex":[0.9924232,0.003139986,0.0007524756,0.0003298099,0.002672888,0.0006815992],"domain_scores_gemma":[0.9952253,0.002978055,0.0006574105,0.000813523,0.0002311129,0.00009462445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006452486,0.0007890425,0.8502563,0.00006713008,0.0003745098,0.00001061817,0.01735121,0.001451888,0.00004972676,0.003404392,0.1243242,0.001275657],"study_design_scores_gemma":[0.005589194,0.0006760155,0.3934855,0.000947636,0.0003195846,0.000001944831,0.5492738,0.0006548617,0.0004870543,0.004602094,0.0431086,0.0008537059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554963,0.0002169907,5.002342e-8,0.0391054,0.001237383,0.001470026,0.0001942412,0.000007244868,0.002272378],"genre_scores_gemma":[0.9991602,0.00008088111,0.000009429535,0.0003052909,0.0002263195,0.00007205271,0.000001655346,0.00001016879,0.0001339456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5319226,"threshold_uncertainty_score":0.999356,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}