{"meta":{"query_hash":"a6d8043f682d","filters":{"venue":"Water resources development and management"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/a6d8043f682d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Water+resources+development+and+management"},"results":[{"id":"W1005089803","doi":"10.1007/978-3-540-74928-8_10","title":"Management of the North American Great Lakes","year":2008,"lang":"en","type":"book-chapter","venue":"Water resources development and management","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":6,"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 Windsor","funders":"","keywords":"Politics; Political science; Geography; Environmental planning; Environmental resource management; Economics; Law","score_opus":0.017254302584399233,"score_gpt":0.2111714400036734,"score_spread":0.1939171374192742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1005089803","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":[0.107472315,0.07216544,0.0061440114,0.10219293,0.0012382226,0.00015839268,0.00047366123,0.00035419266,0.70980084],"genre_scores_gemma":[0.31270567,0.06505777,0.00840423,0.005783526,0.0005937279,0.0001500161,0.00044160758,0.00006965952,0.60679376],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99983156,0.000049890812,0.0000053488,0.000019061126,0.000062462386,0.000031690848],"domain_scores_gemma":[0.9998964,0.0000122079655,0.000014135715,0.0000066485245,0.00003678237,0.00003375559],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004041529,0.00025275603,0.00009442173,0.00033194444,0.0014857634,0.0015822704,0.00063033745,0.0006145355,0.00382585],"category_scores_gemma":[0.00040332062,0.00012026072,0.00010223539,0.0006097293,0.0011454789,0.0006299924,0.0010333449,0.0005362429,0.0003760789],"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":[0.00002813149,0.00009363366,0.006919419,0.00028130593,0.000024810426,0.00032666215,0.008102924,0.0035168256,0.0016813515,0.0729687,0.27331004,0.6327462],"study_design_scores_gemma":[0.0000054467355,0.000022696162,0.019042663,0.00016357156,0.000011342774,0.00007534549,0.0029868362,0.00084748206,0.00030460407,0.011439202,0.965089,0.000011630234],"about_ca_topic_score_codex":0.20376834,"about_ca_topic_score_gemma":0.5690862,"teacher_disagreement_score":0.20376834,"about_ca_system_score_codex":0.0031059536,"about_ca_system_score_gemma":0.008111163,"threshold_uncertainty_score":0.40516454},"labels":[],"label_agreement":null},{"id":"W162952605","doi":"10.1007/978-3-540-37224-0_10","title":"Megaconferences: View from Bangladesh","year":2009,"lang":"en","type":"book-chapter","venue":"Water resources development and management","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Criticism; Perception; Task (project management); Environmental planning; Geography; Environmental resource management; Operations management; Political science; Psychology; Engineering; Economics; Management; Law; Archaeology","score_opus":0.02197023172816307,"score_gpt":0.20038169557350055,"score_spread":0.1784114638453375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W162952605","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":[0.002064291,0.034595665,0.00087770855,0.020559907,0.001969121,0.000019694144,0.0011648781,0.00021423805,0.9385344],"genre_scores_gemma":[0.02591969,0.04069631,0.0008394552,0.0050498648,0.0009569452,0.000042900272,0.00080249255,0.00038076815,0.92531174],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998398,0.000028055998,0.00001037697,0.000020444973,0.00006555057,0.000035806912],"domain_scores_gemma":[0.99970055,0.000085531174,0.000020443144,0.00002780275,0.000088852714,0.000076800265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034811592,0.00065047515,0.00023014593,0.0010656548,0.0012976421,0.0037890286,0.00074215024,0.0011950271,0.108892515],"category_scores_gemma":[0.0007648694,0.00023060477,0.000170471,0.0037083041,0.0009660858,0.0031866203,0.0014694282,0.0022158425,0.025162296],"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":[0.000030988333,0.000009367018,0.0002612683,0.00029318477,0.0000031873653,0.00028869306,0.0015641481,0.00021085009,0.00052441336,0.059054233,0.8161957,0.12156399],"study_design_scores_gemma":[0.0000015681275,0.000002312107,0.00018185949,0.00006697929,0.0000010292625,0.00007926031,0.0005300962,0.000014694747,0.00004917908,0.001433514,0.9976367,0.0000029809469],"about_ca_topic_score_codex":0.06293632,"about_ca_topic_score_gemma":0.123457626,"teacher_disagreement_score":0.108892515,"about_ca_system_score_codex":0.0043415595,"about_ca_system_score_gemma":0.0027797273,"threshold_uncertainty_score":0.36428177},"labels":[],"label_agreement":null},{"id":"W2994387248","doi":"10.1007/978-981-15-1971-0_52","title":"A Discussion on the Evolution and Application of Quantitative Risk Informed Dam Safety Decision Making","year":2019,"lang":"en","type":"book-chapter","venue":"Water resources development and management","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Environment and Protected Areas; Hatch (Canada)","funders":"","keywords":"Risk analysis (engineering); Judgement; Risk assessment; Risk management; Commission; Prioritization; Criticism; Process (computing); Management science; Computer science; Engineering; Business; Political science; Computer security; Law","score_opus":0.00823687759635551,"score_gpt":0.20295064650847744,"score_spread":0.19471376891212194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994387248","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":[0.0072066146,0.03720813,0.6001723,0.06121336,0.003117769,0.00017983773,0.0002704209,0.0002217893,0.29040986],"genre_scores_gemma":[0.38921168,0.037169304,0.4628337,0.00981323,0.0026077644,0.00035995178,0.00024518758,0.00032035753,0.09743886],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99561214,0.0027956679,0.00012419479,0.00026650715,0.0010984057,0.00010305532],"domain_scores_gemma":[0.9861519,0.0120644085,0.00033098971,0.00049871113,0.00084785494,0.00010609932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011371166,0.0008219457,0.00058039563,0.0014872836,0.00093597866,0.0062541785,0.0026578507,0.0030670115,0.0074821105],"category_scores_gemma":[0.015526525,0.0005298796,0.00083343557,0.00223578,0.006606487,0.006221192,0.0019035155,0.0042920373,0.00082144816],"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":[0.000006284632,0.000015264734,0.00007802269,0.000069731555,0.0000071627514,0.000024779709,0.00018854077,0.008148377,0.00013237218,0.9594211,0.0033801955,0.028528241],"study_design_scores_gemma":[0.0000026125622,0.000022003536,0.0001726604,0.00027472922,0.0000055732744,0.000044424803,0.00018394247,0.0193998,0.00046989587,0.924428,0.05497307,0.000023194134],"about_ca_topic_score_codex":0.0043524588,"about_ca_topic_score_gemma":0.0050789043,"teacher_disagreement_score":0.011371166,"about_ca_system_score_codex":0.0050667147,"about_ca_system_score_gemma":0.002532154,"threshold_uncertainty_score":0.060137212},"labels":[],"label_agreement":null},{"id":"W3203242974","doi":"10.1007/978-981-16-5493-0_7","title":"Designing Research to Catalyse Climate Action","year":2021,"lang":"en","type":"book-chapter","venue":"Water resources development and management","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Development Research Centre","funders":"","keywords":"General partnership; Action research; Political science; Action (physics); Public relations; Bridge (graph theory); Scale (ratio); Business; Knowledge management; Sociology; Pedagogy; Computer science; Geography; Medicine","score_opus":0.08242784608962628,"score_gpt":0.2886219193113302,"score_spread":0.2061940732217039,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203242974","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":[0.0046365014,0.019721204,0.14505425,0.057670727,0.0042240997,0.0018979575,0.00037625767,0.00055374904,0.7658653],"genre_scores_gemma":[0.15345441,0.034854762,0.42828,0.023228653,0.0014376355,0.005457083,0.0010353527,0.0007859448,0.35146612],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98703426,0.010023946,0.00031445333,0.0008650993,0.0014522908,0.00030990428],"domain_scores_gemma":[0.9701971,0.026085528,0.0005363585,0.0014047703,0.0011225839,0.000653626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02229557,0.0007172245,0.0006354592,0.0015757866,0.0022128671,0.008250728,0.0021081364,0.0037205752,0.01916718],"category_scores_gemma":[0.019041473,0.0006691604,0.0005534875,0.001830507,0.009216918,0.009237284,0.005489764,0.0033331113,0.0069045937],"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":[0.000012428498,0.00007059445,0.00038901556,0.0010641877,0.000018430455,0.00022555262,0.00791469,0.0013860669,0.0010911471,0.83066136,0.06667159,0.09049485],"study_design_scores_gemma":[0.000018473615,0.00004200417,0.00020053197,0.0015016738,0.000014366478,0.0001074543,0.005349381,0.0006589951,0.00075122825,0.3239008,0.6674377,0.000017428692],"about_ca_topic_score_codex":0.0013927149,"about_ca_topic_score_gemma":0.003040842,"teacher_disagreement_score":0.02229557,"about_ca_system_score_codex":0.0040781517,"about_ca_system_score_gemma":0.008683399,"threshold_uncertainty_score":0.11791164},"labels":[],"label_agreement":null},{"id":"W4391519561","doi":"10.1007/978-981-99-3708-0_44","title":"Evaluating Spillway Adequacy to Meet Present Day Dam Safety Requirements","year":2023,"lang":"en","type":"book-chapter","venue":"Water resources development and management","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Spillway; Engineering; Forensic engineering; Geotechnical engineering","score_opus":0.04182992075545583,"score_gpt":0.2613818389537951,"score_spread":0.21955191819833925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391519561","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8341136,0.00019759427,0.12854959,0.00034554699,0.000038400456,0.0001054925,0.00048264774,0.0005345267,0.035632566],"genre_scores_gemma":[0.9768332,0.00004365627,0.019555667,0.000010696451,0.000008488359,0.00001595024,0.00028060938,0.00003326732,0.0032185467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990728,0.00031817754,0.000035513873,0.00007365975,0.0004119373,0.00008791914],"domain_scores_gemma":[0.99716395,0.0019490583,0.00016313381,0.00013842346,0.00050142145,0.000084047795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020547241,0.00038675262,0.0003203398,0.0006683271,0.00023086721,0.00097366574,0.00045212597,0.00042172623,0.0031340537],"category_scores_gemma":[0.0064758104,0.00017342802,0.00028472173,0.0003722182,0.0003567951,0.0010379362,0.00053343934,0.00040365985,0.00028285297],"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":[0.0006165416,0.00023479207,0.05150241,0.00010134537,0.000078261975,0.00016547074,0.0001877973,0.7390056,0.010081463,0.013889705,0.003872705,0.18026392],"study_design_scores_gemma":[0.000020430714,0.00038365193,0.019210668,0.000017996766,0.000027276294,0.00006867685,0.00024689443,0.9621717,0.009123181,0.006862847,0.0018486417,0.000018044837],"about_ca_topic_score_codex":0.005315915,"about_ca_topic_score_gemma":0.01123058,"teacher_disagreement_score":0.005315915,"about_ca_system_score_codex":0.0009877943,"about_ca_system_score_gemma":0.0009662892,"threshold_uncertainty_score":0.010866523},"labels":[],"label_agreement":null},{"id":"W4411956252","doi":"10.1007/978-981-19-3159-8_6","title":"Water and Wastewater Treatment Process Modeling for Petroleum Industrial Operations","year":2025,"lang":"en","type":"book-chapter","venue":"Water resources development and management","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Hatch (Canada)","funders":"","keywords":"Wastewater; Waste management; Petroleum engineering; Process (computing); Environmental science; Petroleum; Sewage treatment; Process engineering; Engineering; Computer science; Geology","score_opus":0.03703916364512159,"score_gpt":0.24380307036980173,"score_spread":0.20676390672468015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411956252","genre_codex":"methods","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":[0.044232067,0.0034539541,0.83632874,0.0012047652,0.00035678878,0.0000942323,0.0010174634,0.001097207,0.11221483],"genre_scores_gemma":[0.6260053,0.006705051,0.12953661,0.00029914864,0.00022228189,0.0003287956,0.0014264515,0.0007727247,0.23470362],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988604,0.000027239332,0.0000054511092,0.000021456872,0.00004814261,0.000011667825],"domain_scores_gemma":[0.9999069,0.00005271108,0.000006372274,0.000007448629,0.000022458316,0.0000041645894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016991743,0.00060488726,0.0006807843,0.00023357105,0.0003186259,0.0008162172,0.0009429987,0.0009161483,0.0052350536],"category_scores_gemma":[0.00038912558,0.00044012835,0.00079149153,0.00058489287,0.00027641287,0.0011598046,0.0004209422,0.0007468292,0.0008489398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013581199,0.000026849031,0.00017604556,0.000056785815,0.000010784448,0.000030586652,0.000028054024,0.9585401,0.0014971703,0.012384675,0.0025608535,0.024674574],"study_design_scores_gemma":[0.0000021987853,0.000007677933,0.00010280751,0.0000072217877,0.0000039322827,0.000009343647,0.000010597781,0.98700887,0.0007184199,0.0064621856,0.0056620794,0.000004621146],"about_ca_topic_score_codex":0.020429207,"about_ca_topic_score_gemma":0.017457765,"teacher_disagreement_score":0.020429207,"about_ca_system_score_codex":0.00085299567,"about_ca_system_score_gemma":0.001018826,"threshold_uncertainty_score":0.040620565},"labels":[],"label_agreement":null}]}