{"meta":{"query_hash":"1522d78fc33f","filters":{"venue":"Water Conservation Science and Engineering"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/1522d78fc33f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Water+Conservation+Science+and+Engineering"},"results":[{"id":"W4386125703","doi":"10.1007/s41101-023-00214-y","title":"Combined Coagulation-Electrocoagulation Treatment of Urban, Peri-urban, and Textile Wastewaters: Process Evaluation and Sludge Setting Characteristics","year":2023,"lang":"en","type":"article","venue":"Water Conservation Science and Engineering","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Electrocoagulation; Wastewater; Chemical oxygen demand; Environmental science; Biochemical oxygen demand; Total suspended solids; Electrolysis; Sewage treatment; Pulp and paper industry; Pollutant; Environmental engineering; Suspended solids; Waste management; Chemistry; Electrode; Engineering","score_opus":0.016889446262533515,"score_gpt":0.2526639073283949,"score_spread":0.23577446106586136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386125703","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9987427,0.000013718984,0.00034473432,0.00034711196,0.00004674572,0.00041363642,0.0000052412483,0.000060660874,0.000025433834],"genre_scores_gemma":[0.9991978,0.000019700627,0.0005177953,0.000025572328,0.000014838088,0.000071394425,0.00007376421,0.000010179279,0.00006895357],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9988077,0.000016085327,0.00024378125,0.00031702212,0.00038181528,0.00023358614],"domain_scores_gemma":[0.9996215,0.000036247526,0.000070041715,0.00011507905,0.000082456034,0.00007465497],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045542486,0.00013765658,0.00013720497,0.00013605319,0.00020275783,0.00007260883,0.00005058267,0.000032539716,0.000022795548],"category_scores_gemma":[0.000055222135,0.00010778706,0.000009677651,0.0003663265,0.00016802156,0.00074007805,0.000052703876,0.000025079913,0.000007637946],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023405797,0.000032283497,0.47005284,0.00005415289,0.000012379899,0.0000012086357,0.009713145,0.008734246,0.5039676,0.00006773276,0.00001890684,0.0073220977],"study_design_scores_gemma":[0.0005055846,0.000109801396,0.5140391,0.000017721737,0.000021961594,0.0000029363814,0.00017841322,0.4078883,0.076754354,0.000097748874,0.00025572037,0.00012835555],"about_ca_topic_score_codex":0.00003505847,"about_ca_topic_score_gemma":0.0000035640894,"teacher_disagreement_score":0.42721325,"about_ca_system_score_codex":0.00014966729,"about_ca_system_score_gemma":0.000017856713,"threshold_uncertainty_score":0.43954286},"labels":[],"label_agreement":null},{"id":"W4400475237","doi":"10.1007/s41101-024-00279-3","title":"Linear and Nonlinear Isotherm, Kinetic, and Thermodynamic Behavior of Safranine T Adsorption Using Porous Geopolymer Prepared from Coal Fly Ash Wastes","year":2024,"lang":"en","type":"article","venue":"Water Conservation Science and Engineering","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Adsorption; Fly ash; Endothermic process; Chemistry; Desorption; Langmuir adsorption model; Coal; Thermodynamics; Kinetics; Materials science; Chromatography; Organic chemistry","score_opus":0.011067236887441361,"score_gpt":0.22111195159145774,"score_spread":0.2100447147040164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400475237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978581,0.00015297008,0.0014771512,0.00015210806,0.00011011722,0.00013076277,0.000026831794,0.000053985623,0.000037936497],"genre_scores_gemma":[0.9970733,0.0000371906,0.0026661025,0.00006521921,0.000029143657,0.000003377049,0.000009391446,0.0000114299455,0.00010487795],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990439,0.000009383615,0.0002034898,0.00030307562,0.00026124305,0.00017895238],"domain_scores_gemma":[0.9997593,0.000018916326,0.000028992143,0.00009612447,0.000018492889,0.00007815224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023501473,0.00012337684,0.00011640431,0.00009334173,0.00007402059,0.00008356294,0.00007147182,0.00005162938,0.00015677421],"category_scores_gemma":[0.000012357576,0.00009330223,0.000016139118,0.00018725864,0.00032826784,0.0004406323,0.00010541396,0.000065075816,0.000008606761],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007696504,0.00000914109,0.0062967446,0.000014748417,0.000004247928,0.000002152042,0.000555331,0.0003937611,0.99115,0.000028445242,0.0000033293493,0.0015343965],"study_design_scores_gemma":[0.0002057746,0.000041472766,0.052843917,0.000052979347,0.000029956744,0.00004796745,0.00009506859,0.8810033,0.06493888,0.000029274295,0.0005400888,0.0001712863],"about_ca_topic_score_codex":0.00048844796,"about_ca_topic_score_gemma":0.000024771263,"teacher_disagreement_score":0.9262111,"about_ca_system_score_codex":0.000035625457,"about_ca_system_score_gemma":0.000012776075,"threshold_uncertainty_score":0.38047543},"labels":[],"label_agreement":null},{"id":"W4412407042","doi":"10.1007/s41101-025-00406-8","title":"Review of Seawater Greenhouses: Integrating Sustainable Agriculture into Green Building","year":2025,"lang":"en","type":"article","venue":"Water Conservation Science and Engineering","topic":"Greenhouse Technology and Climate Control","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Seawater; Greenhouse; Sustainable agriculture; Agriculture; Environmental science; Green building; Environmental engineering; Agricultural engineering; Business; Natural resource economics; Engineering; Architectural engineering; Agronomy; Ecology; Oceanography; Economics; Geology; Biology","score_opus":0.006417595421859544,"score_gpt":0.21075126331902377,"score_spread":0.20433366789716423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412407042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890242,0.0019381545,0.00016873935,0.008336368,0.00004582614,0.00019904753,9.0688394e-7,0.000118105076,0.00016865821],"genre_scores_gemma":[0.99736,0.0004931652,0.00032449904,0.001596701,0.000016333308,0.000023290608,0.0000048022152,6.944081e-7,0.00018054136],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999134,0.000011411985,0.00022541716,0.00021513177,0.00014082142,0.00027323683],"domain_scores_gemma":[0.99946564,0.0000455076,0.000038440357,0.000060205657,0.00035423227,0.000035952544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074061676,0.00010452067,0.00016675396,0.000054179276,0.00023807226,0.000045596356,0.0002540173,0.00006119838,0.00001583793],"category_scores_gemma":[0.00017546005,0.00003690742,0.000028997081,0.00077009434,0.00012207452,0.00035032726,0.0001502158,0.00009887541,0.0000016223736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026505145,0.00000753528,0.0041648326,0.0008448321,0.0000068271834,0.000001491131,0.00011024324,0.0000043242817,0.9836158,0.0045621246,0.0002586514,0.0064206715],"study_design_scores_gemma":[0.0006249674,0.0002739306,0.08858937,0.010069066,0.00012618542,0.000032737047,0.0035760817,0.0060475473,0.6688754,0.004345591,0.21645403,0.0009850875],"about_ca_topic_score_codex":0.0009531763,"about_ca_topic_score_gemma":0.00012150708,"teacher_disagreement_score":0.31474042,"about_ca_system_score_codex":0.000032116255,"about_ca_system_score_gemma":0.000015229716,"threshold_uncertainty_score":0.18310834},"labels":[],"label_agreement":null}]}