{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"4ea946f938cb","filters":{"venue":"Tájökológiai Lapok"}},"results":[{"id":"W2183358389","doi":"10.56617/tl.4170","title":"Developing a system of sustainability indicators for the Lake Balaton region","year":2008,"lang":"en","type":"article","venue":"Tájökológiai Lapok","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"International Institute for Sustainable Development","funders":"","keywords":"Work (physics); Sustainability; Process (computing); Environmental resource management; Adaptation (eye); Environmental planning; Business; Geography; Computer science; Engineering; Environmental science","authors":[{"name":"László Pintér","is_ca":true},{"name":"Lívia Bíziková","is_ca":true},{"name":"Anna Vári","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01543374864737648,"gpt":0.2293359592141874,"spread":0.2139022105668109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003895829,0.0001870105,0.0002165816,0.00006669069,0.0004546938,0.000009898433,0.0003889082,0.00009370906,0.0001450625],"category_scores_gemma":[0.0001045346,0.0001377719,0.0001034703,0.0004702302,0.0005305695,0.0001696365,0.0002623277,0.00009845215,0.00004389402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009569328,"about_ca_system_score_gemma":0.00009214336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002337013,"about_ca_topic_score_gemma":0.00005272084,"domain_scores_codex":[0.9985057,0.0000491826,0.0003495973,0.0003167545,0.000320871,0.0004579047],"domain_scores_gemma":[0.9991727,0.000176472,0.0001711305,0.0003815366,0.0000142526,0.00008385647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003237865,0.0002002072,0.9266905,0.0006601872,0.0001197316,0.00006604746,0.00608849,0.001891897,0.000172073,0.01051029,0.02418592,0.02909087],"study_design_scores_gemma":[0.0008501563,0.00008656788,0.8513739,0.00003202212,0.00003960706,0.00007278288,0.004272003,0.0004737756,0.002800355,0.0009468598,0.1386262,0.0004258039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886748,0.0000606827,0.004545155,0.001067066,0.0001215186,0.001215033,0.00000614591,0.00008201194,0.004227648],"genre_scores_gemma":[0.996832,0.00003319576,0.0007177339,0.0001933551,0.00004164949,0.0001646122,0.000009446961,0.0000226378,0.001985361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1144403,"threshold_uncertainty_score":0.5618177,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4311075029","doi":"10.56617/tl.3447","title":"Egyes mézelő idegenhonos özönfajok értékelése ágazati interjúk alapján","year":2022,"lang":"hu","type":"article","venue":"Tájökológiai Lapok","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Physics; Stereochemistry; Molecular biology; Chemistry; Biology","authors":[{"name":"Sarolta Meinhardt","is_ca":false},{"name":"Szilárd Czóbel","is_ca":false},{"name":"Anikó Kovács‐Hostyánszki","is_ca":false},{"name":"Viktor Szigeti","is_ca":false},{"name":"Eszter Kovács","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00882998976595063,"gpt":0.184061403231239,"spread":0.1752314134652883,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001397277,0.0007071217,0.0008067234,0.00009292911,0.001999537,0.0003532635,0.001590036,0.0002891115,0.04050533],"category_scores_gemma":[0.0001362438,0.0003981063,0.000518681,0.0009401598,0.0004346319,0.0004093482,0.001992391,0.0009954941,0.0008929286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008166255,"about_ca_system_score_gemma":0.0002815069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009890621,"about_ca_topic_score_gemma":0.0004781541,"domain_scores_codex":[0.9945768,0.0007314439,0.001148841,0.001401086,0.0007265112,0.001415366],"domain_scores_gemma":[0.9980952,0.0003885432,0.000401056,0.000418938,0.0001966535,0.0004996689],"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":[0.001523203,0.004698668,0.06842276,0.0005525887,0.0008913861,0.0005295106,0.01162172,0.0005185977,0.008556556,0.02616455,0.3054573,0.5710632],"study_design_scores_gemma":[0.0006707447,0.001274906,0.05585427,0.00003896228,0.00007471229,0.00006340168,0.01623807,0.000268836,0.001107266,0.003141853,0.9199846,0.001282384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461997,0.00312809,0.00002469696,0.03394177,0.002919595,0.001685051,0.000518701,0.0003340802,0.01124834],"genre_scores_gemma":[0.9592471,0.0002059059,0.0001930534,0.005824522,0.0007197512,0.0003380682,0.0003203325,0.00001221384,0.03313902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6145273,"threshold_uncertainty_score":0.999885,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385366573","doi":"10.56617/tl.3815","title":"Élőhely-térképezés a Koppány-völgyében (Somogydöröcske területén)","year":2012,"lang":"hu","type":"article","venue":"Tájökológiai Lapok","topic":"Ecology and biodiversity studies","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":"Kellogg's (Canada)","funders":"","keywords":"Physics; Combinatorics; Mathematics","authors":[{"name":"Gergő Ördög","is_ca":false},{"name":"Géza Gelencsér","is_ca":true},{"name":"Anita Nagy","is_ca":false},{"name":"Zsófia Fehér","is_ca":false},{"name":"Károly Penksza","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01610317569076948,"gpt":0.2188444058956862,"spread":0.2027412302049167,"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":[0.0009139978,0.000660166,0.0006773118,0.000117,0.00126194,0.00007677735,0.0008892442,0.000591574,0.02590266],"category_scores_gemma":[0.0001246925,0.0006172368,0.0003283737,0.0004577162,0.001350996,0.0009102885,0.001666062,0.000711411,0.05212272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005708726,"about_ca_system_score_gemma":0.00004129077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005430437,"about_ca_topic_score_gemma":0.0005318649,"domain_scores_codex":[0.9957343,0.0003116633,0.0005259291,0.0008189887,0.0006206372,0.001988522],"domain_scores_gemma":[0.9980488,0.0002513066,0.0002761298,0.0007629758,0.00002983514,0.0006308951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001182349,0.0008840265,0.8154082,0.00007403511,0.0002563091,0.00004697792,0.003696643,0.000008002706,0.001253696,0.0005084273,0.1729142,0.004831268],"study_design_scores_gemma":[0.0009225592,0.0002650745,0.7190065,0.00004694619,0.0002983593,0.00003900623,0.001180978,0.00003027785,0.001487361,0.0001406169,0.275746,0.0008362584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8798797,0.004340205,0.0000555888,0.005414719,0.003646687,0.0008586926,0.0003288939,0.0002543568,0.1052212],"genre_scores_gemma":[0.9707118,0.0007793413,0.0006503891,0.003373974,0.0007610094,0.0000234993,0.00003337222,0.00003738004,0.0236292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1028318,"threshold_uncertainty_score":0.9996279,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385282380","doi":"10.56617/tl.3934","title":"Gyomvizsgálatok Pest megyei homoki mezőgazdasági területeken (lucernaföldek gyomvizsgálatai) I.","year":2011,"lang":"hu","type":"article","venue":"Tájökológiai Lapok","topic":"Hungarian Social, Economic and Educational Studies","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":"Kellogg's (Canada)","funders":"","keywords":"Physics; Animal science; Horticulture; Chemistry; Biology","authors":[{"name":"Andrea Tóth","is_ca":false},{"name":"Ákos Balogh","is_ca":false},{"name":"Barnabás Wichmann","is_ca":false},{"name":"József Berke","is_ca":true},{"name":"Ferenc Gyulai","is_ca":false},{"name":"Péter Penksza","is_ca":false},{"name":"I. Dancza","is_ca":false},{"name":"Árpád Kenéz","is_ca":false},{"name":"Judit Schellenberger","is_ca":false},{"name":"Károly Penksza","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1068094979646158,"gpt":0.288465251060996,"spread":0.1816557530963802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002063239,0.001025232,0.001392056,0.0002908276,0.003166792,0.0004142937,0.001886382,0.0008287175,0.02353462],"category_scores_gemma":[0.0005513114,0.001112629,0.0007490187,0.0008953832,0.002347018,0.001104487,0.0005719257,0.0009794419,0.01296715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084772,"about_ca_system_score_gemma":0.001584438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01553087,"about_ca_topic_score_gemma":0.003856541,"domain_scores_codex":[0.9929448,0.0006688157,0.001522039,0.00157123,0.001035191,0.002257908],"domain_scores_gemma":[0.9959605,0.0005838716,0.000941137,0.001046765,0.0004250615,0.001042613],"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":[0.0003309079,0.001883272,0.04819559,0.0002497279,0.002211442,0.0001292405,0.3162769,0.000004679613,0.0001065663,0.1697383,0.4333646,0.02750878],"study_design_scores_gemma":[0.001597574,0.0003077762,0.1328351,0.0002388122,0.0007284853,0.00001906946,0.06459726,0.00003541755,0.0003065405,0.0148116,0.7820547,0.002467686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.234831,0.005692001,0.0000778603,0.007636834,0.008680065,0.00142659,0.0003652326,0.0005290139,0.7407613],"genre_scores_gemma":[0.918658,0.002811671,0.0007167262,0.001985329,0.005090429,0.0001721073,0.00007329213,0.000175674,0.07031683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6838269,"threshold_uncertainty_score":0.9991324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}