{"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":"642fc4cc8b29","filters":{"venue":"Ecological Engineering & Environmental Technology"}},"results":[{"id":"W4408086853","doi":"10.12912/27197050/202227","title":"Climatic and hydrological conditions for the formation of vegetation cover in the drained Kakhovka reservoir’s territory","year":2025,"lang":"en","type":"article","venue":"Ecological Engineering & Environmental Technology","topic":"Soil and Environmental Studies","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Alberta","keywords":"Vegetation cover; Vegetation (pathology); Hydrology (agriculture); Cover (algebra); Environmental science; Geology; Physical geography; Geography; Ecology; Geotechnical engineering; Land use; Engineering","authors":[{"name":"Vitalii Pichura","is_ca":false},{"name":"Larisa Potravka","is_ca":false},{"name":"Павло Бойко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006910700301939646,"gpt":0.1888789397760372,"spread":0.1819682394740976,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002037548,0.00009708226,0.0001791091,0.000738488,0.0004475507,0.0006589558,0.0002463131,0.0002456951,0.002546701],"category_scores_gemma":[0.0005391594,0.0002067341,0.0004772418,0.0007546027,0.0006250088,0.00040289,0.0006934918,0.0002356385,0.0001693271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006237874,"about_ca_system_score_gemma":0.0007666518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02717595,"about_ca_topic_score_gemma":0.04981086,"domain_scores_codex":[0.9998544,0.00003357573,0.00001719548,0.0000301725,0.00001220997,0.00005243733],"domain_scores_gemma":[0.9996604,0.00008618497,0.00007873137,0.00001949266,0.00003580445,0.0001194894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001929773,0.00005465955,0.9925764,0.00002158964,0.0000681629,0.0003940493,0.000606167,0.001211273,0.002603199,0.0003941272,0.0001422394,0.001735004],"study_design_scores_gemma":[0.000001893797,0.00001056075,0.9990705,0.000002372618,0.000006947876,0.00005625508,0.0003492387,0.0003550797,0.00004335798,0.00003394613,0.00006713725,0.000002779777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993986,0.00002349086,0.00002171974,0.00001412212,7.422182e-7,0.000001851633,0.0001546773,0.000001440159,0.0003834262],"genre_scores_gemma":[0.9997935,0.00001139578,0.00001388109,0.000001186635,0.000001160813,0.000001418039,0.0001225204,8.828843e-7,0.00005409634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02717595,"threshold_uncertainty_score":0.05403554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387685311","doi":"10.12912/27197050/172004","title":"Contribution to the Modeling of the Organic Matter of Moroccan Forest Soils within the Context of Global Change: Case study of the Central Plateau","year":2023,"lang":"en","type":"article","venue":"Ecological Engineering & Environmental Technology","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Plateau (mathematics); Context (archaeology); Soil water; Organic matter; Soil science; Environmental science; Earth science; Geology; Geography; Ecology; Mathematics; Archaeology; Biology","authors":[{"name":"Youssef Dallahi","is_ca":false},{"name":"Mohamed El Imame Malaainine","is_ca":false},{"name":"Ishak Hbiak","is_ca":false},{"name":"Amal Boujraf","is_ca":false},{"name":"Mohamed Mahmoud Abidine","is_ca":false},{"name":"Collins Ashianga Orlando","is_ca":false},{"name":"Modeste Meliho","is_ca":true},{"name":"Mohamed El Mderssa","is_ca":false},{"name":"Abdenaim Minoubi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01218696013796843,"gpt":0.1890131813485955,"spread":0.176826221210627,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003230781,0.0005465124,0.000327075,0.000424991,0.000426774,0.001082739,0.0004913643,0.0007723307,0.0004231746],"category_scores_gemma":[0.0005135676,0.0001649426,0.0006166911,0.0003345569,0.0002260676,0.0003518944,0.0003311085,0.0002174461,0.00007207721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008162324,"about_ca_system_score_gemma":0.0007949352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08587809,"about_ca_topic_score_gemma":0.03534496,"domain_scores_codex":[0.9999226,0.00002039444,0.00000530768,0.00002035313,0.000009000778,0.00002217282],"domain_scores_gemma":[0.9998127,0.00008465479,0.00002396542,0.00001336941,0.00004670447,0.00001863738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001292703,0.0001520118,0.1009443,0.000115965,0.0001169584,0.00117658,0.0001564614,0.8731789,0.00790996,0.0007283641,0.00031309,0.01507807],"study_design_scores_gemma":[0.000007833124,0.00002557567,0.01827603,0.00001003146,0.00002014557,0.00004721745,0.00008821776,0.9805402,0.0004911067,0.0001254887,0.0003590878,0.000009041565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945402,0.0005340407,0.003413034,0.000138307,0.00001021602,0.00001031764,0.0001600176,0.00006175151,0.00113221],"genre_scores_gemma":[0.9983431,0.00009465994,0.001304234,0.00001037467,0.000007807814,0.00000555622,0.00007543243,0.000007111083,0.0001516217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08587809,"threshold_uncertainty_score":0.1707564,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322013043","doi":"10.12912/27197050/160002","title":"Environmental Assessment Using Canadian Water Quality Index for Hilla River in Babylon Governorate, Iraq","year":2023,"lang":"en","type":"article","venue":"Ecological Engineering & Environmental Technology","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":"Index (typography); Water quality; Water resource management; Environmental science; Geography; Archaeology; Computer science","authors":[{"name":"Alaa Adnan Obayes","is_ca":false},{"name":"Sundus Saleh Nehaba","is_ca":false},{"name":"Zaid Basim Hameed Alftlawy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01856621785185195,"gpt":0.258499404051321,"spread":0.239933186199469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000397543,0.000307683,0.0003025569,0.001950577,0.001176439,0.0007357775,0.0003838181,0.0002147521,0.001282655],"category_scores_gemma":[0.0006794303,0.0001236621,0.0003146911,0.004347023,0.0004359947,0.0002176756,0.0004333769,0.0002430956,0.0001920597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006237894,"about_ca_system_score_gemma":0.007331147,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9124681,"about_ca_topic_score_gemma":0.960398,"domain_scores_codex":[0.9994621,0.00004564503,0.00003097594,0.0000653158,0.0003070824,0.00008890805],"domain_scores_gemma":[0.9993085,0.00001888463,0.0000657398,0.0000115381,0.0005593662,0.00003593738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007334993,0.0001121512,0.9404506,0.0001615348,0.00009256176,0.0003516494,0.001566383,0.00393815,0.004249562,0.000523608,0.008600529,0.03987985],"study_design_scores_gemma":[0.000006596522,0.00002831211,0.9862918,0.00002407846,0.00001925347,0.00004457868,0.002771083,0.003512073,0.0008061874,0.00004110844,0.006431724,0.00002310798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973399,0.0004421748,0.001339177,0.0003988968,0.00002340586,0.0002175077,0.007016534,0.00009874395,0.0170645],"genre_scores_gemma":[0.9880418,0.0003801647,0.003446013,0.00006295366,0.000005063765,0.0001005554,0.003826595,0.00001116283,0.004125776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9124681,"threshold_uncertainty_score":0.1760948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117465572","doi":"10.12912/27197050/215462","title":"Spatiotemporal distribution and risk assessment of polycyclic aromatic hydrocarbons in the Tigris River near Baghdad Medical City wastewater discharge","year":2025,"lang":"","type":"article","venue":"Ecological Engineering & Environmental Technology","topic":"Toxic Organic Pollutants Impact","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":"Risk assessment; Wastewater; Distribution (mathematics); Flood risk assessment; Health risk assessment; Quantitative assessment; Hydrology (agriculture)","authors":[{"name":"Omar Jasim Mohammed","is_ca":false},{"name":"Mahmood Basil Mahmood","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003799883871073848,"gpt":0.2126650676918505,"spread":0.2088651838207766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001165968,0.000148899,0.0001506817,0.0007846771,0.0004527759,0.0004073535,0.0002519863,0.0002740089,0.0004033525],"category_scores_gemma":[0.0002236519,0.0001254743,0.0001567768,0.001253721,0.0002430715,0.0001308705,0.0003300728,0.000142333,0.0001163135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001785841,"about_ca_system_score_gemma":0.0008657859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1745343,"about_ca_topic_score_gemma":0.2869012,"domain_scores_codex":[0.9998766,0.00001334951,0.000006409625,0.00003865602,0.00003253273,0.00003238875],"domain_scores_gemma":[0.9998626,0.00001641739,0.00006472549,0.00001024195,0.000029751,0.00001620244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005092821,0.00002579447,0.9881661,0.00001137726,0.00002031211,0.00009516412,0.0003692153,0.0005732487,0.005917704,0.00003550101,0.0001150667,0.004619528],"study_design_scores_gemma":[0.000001001877,0.00002228155,0.9984844,0.000001642944,0.000006267724,0.00003893792,0.0003102841,0.0004311474,0.0004435061,0.000006515935,0.0002514562,0.000002513717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993893,0.00002412017,0.00004660733,0.00001058607,6.095507e-7,0.000002910634,0.0002493794,0.000005639076,0.0002709186],"genre_scores_gemma":[0.9989278,0.00003289332,0.0002133319,0.000009158526,0.000001283304,0.000005745718,0.0004579248,0.000001104623,0.0003506651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1745343,"threshold_uncertainty_score":0.3470367,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}