{"meta":{"query_hash":"24fc14b11e8b","filters":{"venue":"Developments in environmental modelling"},"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/24fc14b11e8b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Developments+in+environmental+modelling"},"results":[{"id":"W22726449","doi":"10.1016/b978-0-444-63249-4.00024-5","title":"Practical Aspects, Logistical Challenges, and Regulatory Considerations for Modeling and Managing Treatment Wetlands in the Canadian Arctic","year":2014,"lang":"en","type":"book-chapter","venue":"Developments in environmental modelling","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fleming College","funders":"","keywords":"Wetland; Arctic; Environmental planning; Context (archaeology); Best practice; Environmental resource management; Environmental science; The arctic; Sewage treatment; Environmental engineering; Business; Ecology; Geography; Oceanography; Political science; Biology","score_opus":0.05573731043951483,"score_gpt":0.2341829354475107,"score_spread":0.17844562500799588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W22726449","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1449327,0.055218477,0.2537171,0.05936441,0.0019147972,0.000321264,0.0028826878,0.00095395703,0.48069465],"genre_scores_gemma":[0.6124975,0.05253961,0.1757878,0.0012892211,0.00040641995,0.00018879566,0.0013542494,0.00041520296,0.15552118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995604,0.00011271954,0.000011660365,0.000039296618,0.00018448534,0.00009139456],"domain_scores_gemma":[0.9997279,0.000083355146,0.000015004133,0.000013661289,0.00012780703,0.000032333322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011288024,0.0006835844,0.0003039365,0.0006634868,0.0029403486,0.0036334551,0.0019125084,0.00104489,0.0026926065],"category_scores_gemma":[0.0010996258,0.0003442086,0.00055605365,0.0018833857,0.0014190247,0.0015130853,0.0009188321,0.0010897705,0.00026974417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003595993,0.00007159593,0.0054187435,0.0004978103,0.000044907196,0.0004493099,0.0021552278,0.49759063,0.0033500094,0.1916697,0.06285397,0.23586217],"study_design_scores_gemma":[0.000010505009,0.0000534947,0.0112073235,0.00061760476,0.00007537245,0.0002788615,0.0062385486,0.339886,0.0028516103,0.12368185,0.5149209,0.00017788069],"about_ca_topic_score_codex":0.92932653,"about_ca_topic_score_gemma":0.9750167,"teacher_disagreement_score":0.070673466,"about_ca_system_score_codex":0.01962732,"about_ca_system_score_gemma":0.034721557,"threshold_uncertainty_score":0.14240682},"labels":[],"label_agreement":null},{"id":"W2749331433","doi":"10.1016/b978-0-444-53868-0.50011-3","title":"Canonical analysis","year":2012,"lang":"en","type":"book-chapter","venue":"Developments in environmental modelling","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":87,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Canonical correlation; Correspondence analysis; Linear discriminant analysis; Canonical analysis; Mathematics; Canonical correspondence analysis; Multiple correspondence analysis; Canonical form; Algebra over a field; Statistics; Pure mathematics","score_opus":0.025182963047354665,"score_gpt":0.2277397389401757,"score_spread":0.20255677589282106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2749331433","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002675375,0.0017671221,0.8832782,0.0007169664,0.0011339195,0.00009909562,0.0019304721,0.0046406575,0.103758164],"genre_scores_gemma":[0.10519802,0.005321831,0.5610188,0.0013572284,0.0021293708,0.0006032278,0.015252441,0.008110815,0.30100816],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9984889,0.00030777947,0.00007252786,0.00052610715,0.00049450254,0.00011030181],"domain_scores_gemma":[0.998855,0.00020058622,0.00003895898,0.00038503573,0.0004547117,0.00006571097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011379811,0.0015240903,0.0010727528,0.002300384,0.0010997888,0.0039225793,0.0010515492,0.0006570926,0.054456007],"category_scores_gemma":[0.0038475154,0.00053501426,0.0014742785,0.0024381403,0.0013006588,0.00209321,0.0025792487,0.0019153684,0.040050395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054187156,0.000035937806,0.0005105817,0.00016959386,0.00007633951,0.000053299158,0.00009334047,0.008921568,0.0019396434,0.45723215,0.113236904,0.41767633],"study_design_scores_gemma":[0.00001636114,0.000027638524,0.00076605356,0.000083154366,0.00004943634,0.00020817429,0.0000937976,0.07448549,0.0037472085,0.5361421,0.38432178,0.000058783753],"about_ca_topic_score_codex":0.002212225,"about_ca_topic_score_gemma":0.0031671755,"teacher_disagreement_score":0.054456007,"about_ca_system_score_codex":0.0006779439,"about_ca_system_score_gemma":0.0013474983,"threshold_uncertainty_score":0.18217349},"labels":[],"label_agreement":null},{"id":"W4205785327","doi":"10.1016/b978-0-444-53868-0.50018-6","title":"References","year":2012,"lang":"en","type":"book-chapter","venue":"Developments in environmental modelling","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":1304,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Environmental science","score_opus":0.026105885360875124,"score_gpt":0.205196139998358,"score_spread":0.17909025463748288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205785327","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00030496714,0.0068296827,0.004892628,0.003944895,0.007339097,0.00011214856,0.008526688,0.00091265,0.9671372],"genre_scores_gemma":[0.0009945753,0.002714129,0.0023239863,0.0011414301,0.0004877227,0.000054044758,0.0057083103,0.00053562084,0.98604023],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99913293,0.000106099294,0.0000342216,0.00011109243,0.0005506373,0.00006508242],"domain_scores_gemma":[0.9988469,0.00023363967,0.000033446708,0.00014590655,0.00064214616,0.00009790462],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007982361,0.0007472229,0.0006417001,0.004559173,0.0014822234,0.0026534898,0.0016277884,0.0011699297,0.5660236],"category_scores_gemma":[0.0038406407,0.00024921208,0.0005446523,0.0048535834,0.00044042882,0.0024534026,0.0016437257,0.0014041843,0.4750145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009161455,0.000014668822,0.00005184396,0.00011444683,0.0000018397341,0.0000287593,0.000051257844,0.000079142206,0.00008524658,0.011260881,0.90578794,0.08251485],"study_design_scores_gemma":[8.0832217e-7,0.0000011763643,0.00005491218,0.00006610326,9.929096e-7,0.000019099023,0.00002042498,0.000014201853,0.000042227446,0.0020754149,0.9977024,0.0000022080362],"about_ca_topic_score_codex":0.008795814,"about_ca_topic_score_gemma":0.01867037,"teacher_disagreement_score":0.4339764,"about_ca_system_score_codex":0.0016743722,"about_ca_system_score_gemma":0.0016199172,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null}]}