{"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":"4ce1cdf01eec","filters":{"venue":"Present Environment and Sustainable Development"}},"results":[{"id":"W4285300864","doi":"10.47743/pesd2022161010","title":"Minimizing the cost of energy consumption for public institutions in Nigeria","year":2022,"lang":"en","type":"article","venue":"Present Environment and Sustainable Development","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":8,"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":"Energy consumption; Consumption (sociology); Public institution; Business; Institution; Environmental economics; Photovoltaic system; Energy (signal processing); Argument (complex analysis); Energy policy; Economics; Renewable energy; Natural resource economics; Engineering; Political science; Sociology; Law; Social science","authors":[{"name":"Lukman Ahmed Omeiza","is_ca":false},{"name":"Абул Калам Азад","is_ca":false},{"name":"Kateryna Kozak","is_ca":false},{"name":"Ukashat Mamudu","is_ca":false},{"name":"Aikhonomu Osayemen Daniel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03219655099362768,"gpt":0.2297438355294467,"spread":0.1975472845358191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007502823,0.0001507434,0.0001482053,0.00007959217,0.0007853731,0.00002440631,0.0002279888,0.00003583972,0.001518695],"category_scores_gemma":[0.00002090583,0.0001298189,0.00003506286,0.0001264415,0.000254453,0.0001986369,0.0009391293,0.0001007777,0.000005767506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006646842,"about_ca_system_score_gemma":0.00004073215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009464275,"about_ca_topic_score_gemma":0.00004777473,"domain_scores_codex":[0.9984027,0.0001149739,0.0003168898,0.0002927231,0.0003507179,0.0005220547],"domain_scores_gemma":[0.9994984,0.00009715085,0.0001069928,0.0002045341,0.000002146065,0.00009080762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002618523,0.001233506,0.460802,0.000116457,0.000103036,0.00004460128,0.006542352,0.4742673,0.001621973,0.02107599,0.004040197,0.02989069],"study_design_scores_gemma":[0.0008298924,0.00006225471,0.1756322,0.000004049102,0.00000943953,0.000006253344,0.003607559,0.0007211445,0.0009817518,0.000576759,0.8173355,0.0002332007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874865,0.0004659149,0.006584332,0.001517056,0.00006763759,0.0008745087,0.000007887325,0.00001521876,0.002980901],"genre_scores_gemma":[0.9944897,0.0002348259,0.000743378,0.0001620431,0.000009609249,0.001094231,0.00005095776,0.00001199255,0.003203269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8132953,"threshold_uncertainty_score":0.9993941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2275271876","doi":"10.1515/pesd-2015-0017","title":"Index Bioclimatic \"Wind-Chill\"","year":2015,"lang":"en","type":"article","venue":"Present Environment and Sustainable Development","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Index (typography); Wind speed; Air temperature; Environmental science; Apparent temperature; Thermoregulation; Atmospheric sciences; Meteorology; Climatology; Skin temperature; Geography; Ecology; Biology; Humidity; Engineering; Geology; Computer science","authors":[{"name":"Elena Teodoreanu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01213284862844783,"gpt":0.1947599774933267,"spread":0.1826271288648789,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005373401,0.0002077442,0.0001606169,0.000066211,0.0002181589,0.00005781689,0.0001522243,0.00007250338,0.0009882873],"category_scores_gemma":[0.00002620364,0.0001865126,0.00002369631,0.0001159444,0.0001459344,0.0002953118,0.0006834826,0.0001011438,0.000582231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006752581,"about_ca_system_score_gemma":0.0000390166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001252929,"about_ca_topic_score_gemma":0.000003984598,"domain_scores_codex":[0.9981167,0.00005981245,0.0002795392,0.0003922779,0.0005503623,0.0006012524],"domain_scores_gemma":[0.9993525,0.00002559002,0.00006266529,0.0002296022,0.000006214751,0.0003234257],"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":[0.00004408196,0.0002231613,0.950271,0.0000568282,0.00003814535,0.00009170299,0.005531176,0.004589719,0.0001476082,0.0003870861,0.0258836,0.01273594],"study_design_scores_gemma":[0.0009312095,0.00005670928,0.4492768,0.000009400714,0.00001699494,0.00001184967,0.00330313,0.001950437,0.0009585608,0.002858036,0.540189,0.0004378761],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761504,0.0003546333,0.001907837,0.0007685781,0.00005571151,0.0006636716,8.296971e-7,0.0000560705,0.02004227],"genre_scores_gemma":[0.9797533,0.00008685793,0.001701643,0.0001641204,0.0000342198,0.00007248945,0.00002251747,0.00002088416,0.01814396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5143054,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2901046535","doi":"10.2478/pesd-2018-0045","title":"Biodiversity Conservation and Strategies of Public Awareness. Case Study: The Natural Landscapes of Central Tunisia","year":2018,"lang":"en","type":"article","venue":"Present Environment and Sustainable Development","topic":"Mediterranean and Iberian flora and fauna","field":"Agricultural and Biological 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":"University of Guelph","funders":"","keywords":"Geography; Sustainable development; Context (archaeology); Ecology; Environmental resource management; Species richness; Biodiversity; Population; Environmental planning; Sociology","authors":[{"name":"Islem Saadaoui","is_ca":false},{"name":"Christopher Bryant","is_ca":true},{"name":"Hichem Rejeb","is_ca":false},{"name":"Alexandru-Ionuţ Petrişor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02986391550606058,"gpt":0.2108729251563841,"spread":0.1810090096503235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002834061,0.0000918302,0.0001228431,0.00001427643,0.0003433307,0.00004996833,0.0001068204,0.00002852122,0.00009588381],"category_scores_gemma":[0.0000102176,0.0000350235,0.00001606293,0.0000718751,0.0001937498,0.0001509303,0.0002431486,0.00004043716,6.753646e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001323754,"about_ca_system_score_gemma":0.00002074275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006756624,"about_ca_topic_score_gemma":0.0002322993,"domain_scores_codex":[0.9992269,0.00007556948,0.0001656523,0.0001541807,0.0001562157,0.0002214253],"domain_scores_gemma":[0.9997252,0.00005076113,0.0000743476,0.00005329529,0.00003655729,0.0000599033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000110336,0.0004547024,0.9307286,0.0001189666,0.0001532604,0.0002084829,0.01711652,0.000003089581,0.002726678,0.0007839343,0.001043903,0.04655155],"study_design_scores_gemma":[0.0003069768,0.0002322532,0.8162488,0.000004430713,0.00001799178,0.00002356608,0.1655433,0.0001256178,0.000649342,0.0001032846,0.01664239,0.000102101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984391,0.0004017828,0.000009452724,0.0007172053,0.00003394424,0.0002820736,0.000004157522,0.000005780569,0.0001064961],"genre_scores_gemma":[0.9996426,0.00009530737,0.0000320358,0.00002087926,0.00003549274,0.000006362926,0.00001725,3.637506e-7,0.0001497227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1484268,"threshold_uncertainty_score":0.2640657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2954794796","doi":"10.2478/pesd-2019-0017","title":"Considerations on the Legal Protection of the Atmosphere","year":2019,"lang":"en","type":"article","venue":"Present Environment and Sustainable Development","topic":"Arctic and Russian Policy Studies","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":"Atmosphere (unit); Ozone layer; Natural (archaeology); Legislation; Stratosphere; Element (criminal law); Environmental protection; Environmental planning; Troposphere; Global warming; Montreal Protocol; Environmental resource management; Environmental science; Climate change; Political science; Law; Geography; Meteorology; Ecology","authors":[{"name":"Gheorghe Durac","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01551125910257432,"gpt":0.2285386317660465,"spread":0.2130273726634722,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004063612,0.0000702215,0.00007467387,0.000006317031,0.001223534,0.00003082247,0.00008043494,0.00003076953,0.0003693797],"category_scores_gemma":[0.00005964869,0.00003773559,0.00002541356,0.00005145482,0.000256358,0.00006104568,0.0001631451,0.00008066532,0.00002090059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210658,"about_ca_system_score_gemma":0.0001210972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000818763,"about_ca_topic_score_gemma":0.00005309142,"domain_scores_codex":[0.9991145,0.000130555,0.0001214539,0.0001198127,0.0002807226,0.0002330126],"domain_scores_gemma":[0.9996754,0.00009504514,0.00005944619,0.0001278158,0.00001370692,0.0000285997],"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":[0.00002247209,0.000112765,0.02729524,0.00006027105,0.0001027994,0.000003056852,0.04544337,0.0004574445,0.00003037588,0.9155306,0.008827717,0.002113876],"study_design_scores_gemma":[0.0001630567,0.00002535697,0.0825149,0.00001541688,0.000008948201,5.085796e-7,0.0525129,0.000036292,0.0005152908,0.005941023,0.8581674,0.00009891531],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8049985,0.0001778891,0.00007125378,0.08074342,0.00009113071,0.001846366,6.316477e-7,0.00001473446,0.112056],"genre_scores_gemma":[0.9407098,0.00008213124,0.00006836807,0.0001741007,0.00002946617,0.00007915405,1.708159e-7,0.000003637801,0.05885322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9095896,"threshold_uncertainty_score":0.9410558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}