{"meta":{"query_hash":"ab2dbf377daf","filters":{"venue":"Developments in Integrated Environmental Assessment"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/ab2dbf377daf","api":"https://metacan.xera.ac/api/v1/cohort?venue=Developments+in+Integrated+Environmental+Assessment"},"results":[{"id":"W1526610225","doi":"10.1016/s1574-101x(08)00603-0","title":"Chapter Three Bridging the Gaps Between Design and Use: Developing Tools to Support Environmental Management and Policy","year":2008,"lang":"en","type":"book-chapter","venue":"Developments in Integrated Environmental Assessment","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":42,"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 Regina","funders":"","keywords":"Bridge (graph theory); Credibility; Decision support system; Bridging (networking); Knowledge management; Citizen journalism; Process (computing); Computer science; Process management; Engineering; Management science; Data science; World Wide Web; Political science","score_opus":0.03231009932155898,"score_gpt":0.2435753242558859,"score_spread":0.21126522493432692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1526610225","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019387129,0.017423993,0.058312897,0.009883212,0.0021986007,0.0001740444,0.00027649046,0.0007398552,0.90905225],"genre_scores_gemma":[0.019470498,0.019749869,0.046453644,0.0028110512,0.00039381083,0.0002175971,0.0004524257,0.00061962055,0.90983146],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99968195,0.000064781285,0.000013986614,0.000049594753,0.00016236497,0.00002745229],"domain_scores_gemma":[0.99961936,0.00019243428,0.000017557211,0.000029922954,0.00010798652,0.000032789052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005086525,0.0005702393,0.00031684292,0.00053492095,0.00074187666,0.005147192,0.0009214924,0.0011948352,0.037569027],"category_scores_gemma":[0.0013677445,0.00031542126,0.0003364474,0.0009103457,0.0010402709,0.0033236772,0.0010732905,0.0019022721,0.009814839],"study_design_candidate":"not_applicable","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":[0.000013616673,0.00007243905,0.00020718195,0.00041749427,0.000008517359,0.000071776754,0.0017978157,0.0012475845,0.0014075988,0.41859275,0.32712898,0.24903429],"study_design_scores_gemma":[0.0000023120178,0.0000073886486,0.00011738434,0.00030689465,0.000004340767,0.00006766682,0.00030168722,0.00033887048,0.0003783215,0.05394701,0.94452137,0.0000067005294],"about_ca_topic_score_codex":0.003182933,"about_ca_topic_score_gemma":0.006317384,"teacher_disagreement_score":0.037569027,"about_ca_system_score_codex":0.0015271781,"about_ca_system_score_gemma":0.0024414198,"threshold_uncertainty_score":0.12568086},"labels":[],"label_agreement":null},{"id":"W1580751318","doi":"10.1016/s1574-101x(08)00602-9","title":"Chapter Two Good Modelling Practice","year":2008,"lang":"en","type":"book-chapter","venue":"Developments in Integrated Environmental Assessment","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Soundness; Management science; Good practice; Best practice; Computer science; Risk analysis (engineering); Operations research; Engineering; Engineering ethics; Data science; Political science; Business","score_opus":0.017371940488115568,"score_gpt":0.24320840342871666,"score_spread":0.22583646294060108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1580751318","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001339983,0.018133665,0.11208375,0.055646017,0.00446102,0.000120686025,0.00060267263,0.0017439161,0.8058683],"genre_scores_gemma":[0.029749133,0.02426481,0.06841262,0.011420731,0.0021366403,0.00030762807,0.0011487999,0.0023905376,0.86016905],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976285,0.0007142264,0.00009908942,0.00029748224,0.0011391519,0.00012154047],"domain_scores_gemma":[0.9975152,0.0008364346,0.00007655977,0.0007516183,0.0006735786,0.00014664885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027453222,0.0010441064,0.00070259074,0.0013837472,0.002062982,0.006275576,0.002528897,0.0038884012,0.0973591],"category_scores_gemma":[0.008506757,0.000768665,0.00079405593,0.0018591674,0.002402174,0.00656078,0.0029766455,0.0051022335,0.04628765],"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":[0.000018255241,0.000062086074,0.00019366933,0.00028995847,0.0000135939745,0.000115161536,0.0006416292,0.0044141365,0.0002864025,0.40628245,0.41751736,0.17016533],"study_design_scores_gemma":[0.0000046111772,0.0000072451635,0.00006854942,0.00028458613,0.000004545319,0.0000773495,0.0001270107,0.0012941422,0.00014869036,0.15172037,0.8462514,0.000011332579],"about_ca_topic_score_codex":0.006334772,"about_ca_topic_score_gemma":0.009724916,"teacher_disagreement_score":0.0973591,"about_ca_system_score_codex":0.0026479668,"about_ca_system_score_gemma":0.0038344753,"threshold_uncertainty_score":0.3256986},"labels":[],"label_agreement":null}]}