{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"fafb8b08aed7","filters":{"venue":"Technologia Wody"}},"results":[{"id":"W3111047611","doi":"","title":"Możliwości wykorzystania spektroskopii fotoelektronów w analizie jakości środowiska wodnego","year":2020,"lang":"pl","type":"article","venue":"Technologia Wody","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"X-ray photoelectron spectroscopy; Physics; Nuclear magnetic resonance","authors":[{"name":"Jacek Ryl","is_ca":false},{"name":"Tadeusz Ossowski","is_ca":false},{"name":"Elżbieta Niemirycz","is_ca":false},{"name":"Maria Elektorowicz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02318587316104318,"gpt":0.2004695918099952,"spread":0.177283718648952,"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":[0.0002111037,0.0008212317,0.0007029577,0.00017785,0.0004654645,0.0002598506,0.001081965,0.000794358,0.007148859],"category_scores_gemma":[0.0001519114,0.0007495646,0.0003255616,0.001622908,0.000797459,0.0006699021,0.000928,0.0007882491,0.01612206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006776878,"about_ca_system_score_gemma":0.00004429236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005685785,"about_ca_topic_score_gemma":0.00009037999,"domain_scores_codex":[0.9956847,0.0001053762,0.0007049334,0.001499922,0.0007444512,0.001260562],"domain_scores_gemma":[0.9981323,0.00005054156,0.0003290076,0.001017648,0.00002649155,0.0004439905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005353127,0.002110094,0.5677772,0.0002618523,0.0006797833,0.0008977054,0.002205413,0.0008090663,0.2582104,0.006644753,0.08208312,0.07778537],"study_design_scores_gemma":[0.01184426,0.01051883,0.1957467,0.0003797414,0.001937452,0.000186441,0.004377639,0.01060563,0.4810695,0.01612942,0.2604323,0.006772038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961626,0.001012136,0.002775434,0.01142381,0.0006155745,0.001597987,0.0001682922,0.002618566,0.0181622],"genre_scores_gemma":[0.9948607,0.0003191293,0.001550767,0.0007852973,0.000215685,0.00007359645,0.00008138754,0.00008494897,0.002028482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3720304,"threshold_uncertainty_score":0.9994956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2735221557","doi":"","title":"Nowe technologie firmy Wilo w służbie klientów","year":2017,"lang":"pl","type":"article","venue":"Technologia Wody","topic":"Management and Organizational Practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics; Mathematics","authors":[{"name":"Andrzej Szeroki","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0329772573627122,"gpt":0.265609683839806,"spread":0.2326324264770938,"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":[0.0008244861,0.0007400701,0.0006192238,0.00100891,0.002814838,0.003590173,0.004861845,0.0009541257,0.003315606],"category_scores_gemma":[0.004559101,0.0007133883,0.0001873782,0.001027662,0.001000694,0.004680209,0.005090945,0.001080016,0.01302779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170591,"about_ca_system_score_gemma":0.00005219728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003352739,"about_ca_topic_score_gemma":0.0001240492,"domain_scores_codex":[0.9962506,0.00001430122,0.0007124472,0.001191027,0.0007559656,0.001075652],"domain_scores_gemma":[0.9945137,0.00009329787,0.00186811,0.003091711,0.0004016586,0.00003151127],"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":[0.00009592379,0.0007983867,0.2519797,0.0007702723,0.0004253637,0.0003520246,0.00001984624,0.00001367015,0.001150697,0.5090517,0.1712825,0.06405988],"study_design_scores_gemma":[0.001471816,0.00008579671,0.04699289,0.0003213087,0.0005529365,0.000006526319,0.0006861076,0.001343515,0.001439614,0.033792,0.9118451,0.001462377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3277239,0.003290299,0.001793829,0.1760691,0.006292512,0.003253525,0.00004738047,0.0096063,0.4719232],"genre_scores_gemma":[0.9760626,0.0006802978,0.0009359854,0.001287482,0.00104011,0.00005747383,0.00005956929,0.0001119908,0.01976451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7405626,"threshold_uncertainty_score":0.9995317,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3093066508","doi":"","title":"Przenoszenie powietrzem trwałych zanieczyszczeń organicznych na dalekie odległości – nowe znaczenie problemu w czasie pandemii SARS-CoV-2","year":2020,"lang":"pl","type":"article","venue":"Technologia Wody","topic":"Sustainable Development and Environmental Management","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":"Physics; Theology; Philosophy","authors":[{"name":"Elżbieta Niemirycz","is_ca":false},{"name":"Marta Ewelina Kobusińska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02670362174762345,"gpt":0.2244592818347671,"spread":0.1977556600871437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0008215727,0.001631581,0.001274734,0.000351357,0.0009298422,0.0003741946,0.003441118,0.001275725,0.006185603],"category_scores_gemma":[0.0003441452,0.001631004,0.0003747419,0.003202413,0.001384039,0.0009484699,0.005290821,0.001821344,0.01817353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109366,"about_ca_system_score_gemma":0.0001220512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002698715,"about_ca_topic_score_gemma":0.00007702553,"domain_scores_codex":[0.9907036,0.0001686398,0.001604653,0.002984448,0.001743207,0.002795439],"domain_scores_gemma":[0.9969017,0.0001070161,0.0007036126,0.001766882,0.00003655381,0.0004842442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007730506,0.003556298,0.1712048,0.001412371,0.001292651,0.00255061,0.006563513,0.0008381549,0.4982773,0.002940067,0.1864542,0.124137],"study_design_scores_gemma":[0.008333238,0.004106271,0.06372129,0.0004669941,0.0009410433,0.0001480161,0.01465194,0.005512849,0.3615486,0.003958215,0.5289749,0.007636619],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385086,0.001301833,0.00141063,0.01949087,0.0009154601,0.004758015,0.0001022703,0.002962754,0.03054958],"genre_scores_gemma":[0.9853069,0.001084639,0.003673907,0.004283173,0.0001731242,0.0002589079,0.0001122134,0.0002698247,0.004837298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3425207,"threshold_uncertainty_score":0.9996431,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}