{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"03b91d382cec","filters":{"venue":"Journal of Global Ecology and Environment"}},"results":[{"id":"W4410377920","doi":"10.56557/jogee/2025/v21i39333","title":"Assessment of the Global Climatic Impacts due to El Nino and La Nina Events","year":2025,"lang":"en","type":"article","venue":"Journal of Global Ecology and Environment","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","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":"La Niña; Climatology; El Niño Southern Oscillation; Environmental science; Geography; Geology","authors":[{"name":"F. A. Samiul Islam","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006193720448754087,"gpt":0.24008608711733,"spread":0.2338923666685759,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002045081,0.0006751791,0.0003330863,0.001947903,0.000238767,0.001214664,0.0003153233,0.0004395519,0.0009898155],"category_scores_gemma":[0.003384475,0.0001629933,0.0006278687,0.002558521,0.0003130725,0.0011578,0.001194218,0.0004693202,0.0001860385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006808901,"about_ca_system_score_gemma":0.000805238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007267658,"about_ca_topic_score_gemma":0.01096029,"domain_scores_codex":[0.9990069,0.0002685314,0.0001425263,0.0001062619,0.0003637466,0.0001120779],"domain_scores_gemma":[0.9981207,0.0004987798,0.0006738069,0.0000576852,0.000506567,0.0001424073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002614911,0.0001084919,0.879297,0.001031962,0.001008504,0.0007921974,0.0003922361,0.02525034,0.001919545,0.001611316,0.00359866,0.08472825],"study_design_scores_gemma":[0.00001996764,0.0003043774,0.9691431,0.0002473078,0.0004622402,0.0001796116,0.001984583,0.01410965,0.0007386818,0.00151772,0.01123997,0.00005268746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553357,0.009301328,0.003358578,0.001886242,0.0002551724,0.0001297707,0.01310776,0.0001442731,0.01648109],"genre_scores_gemma":[0.986589,0.005795911,0.001285503,0.0002174315,0.0001473956,0.00008115798,0.00510264,0.00001434317,0.0007667139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007267658,"threshold_uncertainty_score":0.01445073,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385247916","doi":"10.56557/jogee/2022/v16i37722","title":"PHYSICAL ASSESSMENT OF THE CANADIAN STEWARDSHIP PROGRAMS ON EMPTY PLASTIC BEVERAGE CONTAINERS IN SASKATCHEWAN AND ALBERTA PROVINCES","year":2022,"lang":"en","type":"article","venue":"Journal of Global Ecology and Environment","topic":"Municipal Solid Waste Management","field":"Environmental Science","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":"Stewardship (theology); Business; Negotiation; Extended producer responsibility; Environmental planning; Environmental resource management; Waste management; Environmental science; Engineering; Political science","authors":[{"name":"K. O. ALLEN-TAYLOR","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00587333692870267,"gpt":0.2222742361375618,"spread":0.2164008992088591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008537626,0.0003510823,0.0002474472,0.002135054,0.004747835,0.001753353,0.001445963,0.0003066597,0.00232064],"category_scores_gemma":[0.002072856,0.0003363663,0.0003078522,0.004101647,0.001585197,0.0003466445,0.001413049,0.0004150249,0.0002067051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06105439,"about_ca_system_score_gemma":0.06828374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953446,"about_ca_topic_score_gemma":0.9989926,"domain_scores_codex":[0.998334,0.000140644,0.00004970897,0.0001365158,0.000821574,0.0005176342],"domain_scores_gemma":[0.9968302,0.0002465494,0.0002645412,0.00009215548,0.002102779,0.0004638513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005193019,0.0002784282,0.8866013,0.0002761008,0.0001199537,0.001133761,0.01365674,0.003914314,0.008715956,0.002497577,0.00405529,0.07823116],"study_design_scores_gemma":[0.000007644712,0.00005298912,0.976644,0.00003517956,0.00002202155,0.00004944219,0.01695321,0.0007570426,0.0008371561,0.00005764969,0.004562328,0.00002130258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864587,0.0001378738,0.0002244937,0.0001440725,0.000005407334,0.0001337916,0.0006634828,0.00001761532,0.01221465],"genre_scores_gemma":[0.9925101,0.0002499299,0.0006664168,0.000058613,0.00000139736,0.00003824547,0.0005241999,0.000006195188,0.005944894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06105439,"threshold_uncertainty_score":0.4429827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385217118","doi":"10.56557/jogee/2023/v18i38320","title":"Physicochemical Alteration and Water Quality Index of Ede-Onyima Lake, Okarki-Engenni, in Rivers State, Nigeria","year":2023,"lang":"en","type":"article","venue":"Journal of Global Ecology and Environment","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","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":"Water quality; Sustenance; Environmental science; Turbidity; Aquatic ecosystem; Hydrology (agriculture); Water resource management; Environmental protection; Ecology; Biology","authors":[{"name":"MCLEAN STANLEY ESSIENE","is_ca":false},{"name":"Leo C. Osuji","is_ca":false},{"name":"Aduabobo Ibitoru Hart","is_ca":false},{"name":"M. C. Onojake","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01320478170820182,"gpt":0.2657656291432512,"spread":0.2525608474350494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001112994,0.0002078003,0.000221163,0.0008308953,0.0005897884,0.0004862487,0.00006757388,0.0001959477,0.0006378949],"category_scores_gemma":[0.0002514511,0.0001555599,0.0001279944,0.0009507617,0.0003032126,0.0001997364,0.0003092274,0.0001641424,0.00008639767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004693848,"about_ca_system_score_gemma":0.0003508467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334475,"about_ca_topic_score_gemma":0.06470269,"domain_scores_codex":[0.9999118,0.000007376708,0.00001686164,0.00001951981,0.00002720833,0.00001732291],"domain_scores_gemma":[0.9999045,0.00001226146,0.00003468989,0.000003059339,0.0000285372,0.00001696364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002104449,0.00009560256,0.9799227,0.00008437943,0.00002661551,0.0007163867,0.001183304,0.0002165418,0.01075102,0.00009792956,0.0002220964,0.00647299],"study_design_scores_gemma":[0.000003912388,0.00007578611,0.9960264,0.00001142659,0.00001502687,0.0003023176,0.001854335,0.0002790155,0.00076925,0.00004018426,0.000616239,0.000006235169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991091,0.00006882891,0.00003545794,0.0000132302,0.000002330313,0.000007234001,0.0001225486,0.000001349359,0.0006398485],"genre_scores_gemma":[0.9989513,0.00007746782,0.0001264554,0.000008132944,0.000001742916,0.000008597961,0.0001856872,6.750602e-7,0.0006397803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334475,"threshold_uncertainty_score":0.02653414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412582094","doi":"10.56557/jogee/2025/v21i39530","title":"Biodiversity Conservation and Business in Nigeria: Evaluating Priorities across Key Business Sectors","year":2025,"lang":"en","type":"article","venue":"Journal of Global Ecology and Environment","topic":"Conservation, Biodiversity, and Resource 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":"Biodiversity conservation; Biodiversity; Business; Key (lock); Environmental resource management; Environmental planning; Geography; Environmental science; Ecology; Biology","authors":[{"name":"Franklin Ebelechukwu","is_ca":false},{"name":"Johnson-Opeseitan Deborah Iwalola","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01081620925383706,"gpt":0.2323481322673509,"spread":0.2215319230135138,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006099759,0.000220756,0.0002830442,0.005096336,0.002947237,0.005477189,0.0003306633,0.000620287,0.001639737],"category_scores_gemma":[0.01248832,0.0001427887,0.0001608101,0.004936083,0.002074054,0.004205791,0.0030716,0.0006945411,0.0001269968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003470038,"about_ca_system_score_gemma":0.005555412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006182059,"about_ca_topic_score_gemma":0.01480792,"domain_scores_codex":[0.996363,0.001445958,0.0004032027,0.0001574354,0.001071899,0.000558481],"domain_scores_gemma":[0.9892206,0.004395657,0.002874635,0.0002332553,0.001959595,0.001316411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002254213,0.0002535609,0.7441125,0.0008544407,0.00004784255,0.0009275614,0.03560359,0.0009032938,0.001575759,0.01459364,0.001251158,0.1996512],"study_design_scores_gemma":[0.000008832782,0.0003134491,0.5889896,0.001440931,0.00005297486,0.0004118414,0.3834665,0.001907335,0.001464643,0.00663819,0.01526322,0.0000425669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788341,0.001374675,0.0004822605,0.001822246,0.00003118931,0.00006644632,0.00007298758,0.000003078432,0.01731315],"genre_scores_gemma":[0.9974153,0.001163468,0.0007259169,0.00008610614,0.000007807965,0.00002044904,0.00004441983,0.000001220571,0.0005351229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006182059,"threshold_uncertainty_score":0.03225899,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415757873","doi":"10.56557/jogee/2025/v21i49902","title":"Integrating Climate Resilience into Construction Project Management: A Global Narrative Review of Frameworks, Policies and Implementation Challenges","year":2025,"lang":"en","type":"article","venue":"Journal of Global Ecology and Environment","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"ATCO (Canada)","funders":"","keywords":"Resilience (materials science); Corporate governance; Risk management; Conceptual framework; Climate resilience; Climate change; Best practice; Thematic analysis","authors":[{"name":"Sarah Itohan Aduwa","is_ca":false},{"name":"Elijah Kordieh Mensah","is_ca":false},{"name":"A. Aderibigbe","is_ca":false},{"name":"Jamiu Lateef","is_ca":false},{"name":"Iyere Eric Eromosele","is_ca":false},{"name":"A. V. Adebayo","is_ca":true},{"name":"Enoch Nii-Okai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003714089020546091,"gpt":0.2807764915330878,"spread":0.2770624025125417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01404183,0.0007565543,0.0007076646,0.006469221,0.001385363,0.005432286,0.001202647,0.001979841,0.001680987],"category_scores_gemma":[0.02556027,0.0004323969,0.000826151,0.01160899,0.003343941,0.007300583,0.003358026,0.002770751,0.0002337642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008373993,"about_ca_system_score_gemma":0.0216728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009964058,"about_ca_topic_score_gemma":0.01660025,"domain_scores_codex":[0.992887,0.004237553,0.001079273,0.0004231066,0.0009847825,0.0003884468],"domain_scores_gemma":[0.9788002,0.01688208,0.001853088,0.0002997651,0.001852728,0.0003122258],"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":[0.0000818831,0.00004850465,0.00198416,0.09568551,0.0002573071,0.0009375561,0.03591144,0.00311401,0.0004612657,0.3589615,0.06727635,0.4352804],"study_design_scores_gemma":[0.000008785749,0.00005799335,0.002648312,0.1538381,0.0002145344,0.0005819378,0.02385869,0.0004584729,0.0002357647,0.02375252,0.7943023,0.00004251553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005607858,0.9366816,0.003584341,0.03777377,0.0007582617,0.0001219849,0.0002544096,0.00001936716,0.01519839],"genre_scores_gemma":[0.05596033,0.9343206,0.003186277,0.004882369,0.000222338,0.0002503544,0.0001743469,0.00002074661,0.0009825892],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01404183,"threshold_uncertainty_score":0.07426119,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}