{"meta":{"query_hash":"1829e7905a98","filters":{"venue":"Water Security"},"cohort_total":14,"direct_labels_cover":0,"predictions_cover":14,"exported":14,"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/1829e7905a98","api":"https://metacan.xera.ac/api/v1/cohort?venue=Water+Security"},"results":[{"id":"W2735989742","doi":"10.1016/j.wasec.2017.07.001","title":"Advancing human capabilities for water security: A relational approach","year":2017,"lang":"en","type":"article","venue":"Water Security","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":267,"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 British Columbia","funders":"Texas A and M University","keywords":"Water security; Human security; Corporate governance; Business; Environmental resource management; Sociology; Environmental science; Ecology; Water resources; Biology; Social science","score_opus":0.022177614109737783,"score_gpt":0.2846866264858454,"score_spread":0.26250901237610763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2735989742","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":[0.9861739,0.000038888174,0.0002484906,0.006294924,0.0009308368,0.0008026174,0.00009416929,0.00017688013,0.005239279],"genre_scores_gemma":[0.996918,0.0000013712403,0.0006209817,0.00040700132,0.00097188976,0.0001344725,0.0005616337,0.000046917987,0.00033769186],"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980263,0.00007970154,0.00038568611,0.0005443527,0.00027374184,0.0006902331],"domain_scores_gemma":[0.9988571,0.00003601405,0.00008150936,0.0007380557,0.00015091966,0.00013644018],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00052799575,0.0002670071,0.00032680336,0.000103943545,0.0017900608,0.0004447246,0.00046372967,0.00017309906,0.00017044201],"category_scores_gemma":[0.00004855234,0.00018388196,0.00021417395,0.00001626957,0.00021858716,0.00090531685,0.00021968575,0.00028239813,0.00004655776],"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":[0.005399455,0.0068447944,0.23012199,0.009962049,0.0007587714,0.000067194436,0.44401413,0.00018694911,0.13235225,0.062364418,0.10656254,0.0013654503],"study_design_scores_gemma":[0.0044137044,0.00020554678,0.0059222546,0.00009760006,0.00009071948,0.000036560014,0.00037899334,0.0013873577,0.49574783,0.35240552,0.13848358,0.0008303302],"about_ca_topic_score_codex":0.00026772678,"about_ca_topic_score_gemma":0.00009397852,"teacher_disagreement_score":0.44363514,"about_ca_system_score_codex":0.000104660176,"about_ca_system_score_gemma":0.0000059075132,"threshold_uncertainty_score":0.99950945},"labels":[],"label_agreement":null},{"id":"W2770502249","doi":"10.1016/j.wasec.2017.09.001","title":"Advancing methods for research on household water insecurity: Studying entitlements and capabilities, socio-cultural dynamics, and political processes, institutions and governance","year":2017,"lang":"en","type":"article","venue":"Water Security","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":132,"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 British Columbia","funders":"National Institute of Mental Health; Arizona State University; National Science Foundation","keywords":"Comparability; Livelihood; Politics; Corporate governance; Economic growth; Business; Public economics; Development economics; Economics; Political science; Agriculture; Geography","score_opus":0.10350860657924932,"score_gpt":0.43196529180942533,"score_spread":0.328456685230176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2770502249","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":[0.9840157,0.00032840658,0.00012042966,0.013751783,0.0003382649,0.00076482986,0.00023142714,0.000053711767,0.00039546794],"genre_scores_gemma":[0.9982867,0.00010378214,0.00089717394,0.0002753433,0.00018775668,0.0000812732,0.00007010358,0.000024649662,0.00007317092],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9980242,0.00017742616,0.00025690612,0.00054383185,0.00022910342,0.0007684938],"domain_scores_gemma":[0.9990942,0.00014414146,0.00004408098,0.00032348983,0.00018802934,0.00020605404],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010392211,0.00020647595,0.00027137986,0.00007418676,0.0020569602,0.00074589165,0.00021488708,0.000118933436,0.00000794115],"category_scores_gemma":[0.00029654225,0.00014124745,0.00003469061,0.000028452283,0.00069239864,0.00079495215,0.00042070367,0.00036456392,0.0000017221781],"study_design_candidate":"theoretical_or_conceptual","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":[0.0039507244,0.0038969014,0.40249005,0.022163821,0.00058554445,0.000078778416,0.16673347,0.000004826937,0.012140283,0.35576427,0.008047373,0.024143947],"study_design_scores_gemma":[0.016269058,0.0017195912,0.06590521,0.0015900505,0.0002962285,0.00015165853,0.008590709,0.002126698,0.31514943,0.48675576,0.09908143,0.002364185],"about_ca_topic_score_codex":0.0010740431,"about_ca_topic_score_gemma":0.00088008,"teacher_disagreement_score":0.33658484,"about_ca_system_score_codex":0.0002415367,"about_ca_system_score_gemma":0.000019358671,"threshold_uncertainty_score":0.99924225},"labels":[],"label_agreement":null},{"id":"W2983971306","doi":"10.1016/j.wasec.2019.100046","title":"Invisible water security: Moisture recycling and water resilience","year":2019,"lang":"en","type":"review","venue":"Water Security","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"European Research Council; Stockholms Universitet; Nuclear Safety and Security Commission; European Commission; Svenska Forskningsrådet Formas; Japan Society for the Promotion of Science; National Aeronautics and Space Administration","keywords":"Water security; Resilience (materials science); Environmental science; Precipitation; Moisture; Agriculture; Water resources; Ecosystem; Sustainability; Environmental resource management; Food security; Natural resource economics; Business; Ecology; Geography; Meteorology","score_opus":0.02069269310204191,"score_gpt":0.2609918372032842,"score_spread":0.2402991441012423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2983971306","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0503936,0.93665105,0.000014454501,0.00032498443,0.001118847,0.0024714328,0.000086627784,0.00021055035,0.008728465],"genre_scores_gemma":[0.02151485,0.97302645,0.00007862457,0.0002364789,0.00027775244,0.00011293302,0.0006730219,0.000107107146,0.003972802],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962565,0.00031267735,0.00069210335,0.0012195464,0.0005084813,0.0010107254],"domain_scores_gemma":[0.99878114,0.00004405773,0.00008173158,0.0008601061,0.000015204456,0.00021778245],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00077298353,0.0006685404,0.0012135103,0.0001074599,0.00024096725,0.00018574232,0.00055153697,0.00064207276,0.0017378458],"category_scores_gemma":[0.000013409333,0.00033008945,0.00026252816,0.00010235134,0.0002481417,0.0005076844,0.0011630647,0.0008356518,0.0059451316],"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":[0.00015212015,0.0009885927,0.00946733,0.08916726,0.00079469895,0.0006344475,0.12426924,0.00005932009,0.0056906603,0.00021581959,0.06219756,0.70636296],"study_design_scores_gemma":[0.00019879428,0.00005422768,0.00001661239,0.001131081,0.00026028653,0.00007059805,0.00002072086,0.0000236172,0.00458541,0.0024319196,0.99052054,0.0006861868],"about_ca_topic_score_codex":0.00047754246,"about_ca_topic_score_gemma":0.00019829218,"teacher_disagreement_score":0.928323,"about_ca_system_score_codex":0.0002610377,"about_ca_system_score_gemma":0.000014014019,"threshold_uncertainty_score":0.9999151},"labels":[],"label_agreement":null},{"id":"W3112047847","doi":"10.1016/j.wasec.2020.100079","title":"Towards a broadened view of water security in mining regions","year":2020,"lang":"en","type":"article","venue":"Water Security","topic":"Mining and Resource Management","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Eidgenössische Anstalt für Wasserversorgung Abwasserreinigung und Gewässerschutz; University of British Columbia; University of Queensland","keywords":"Vulnerability (computing); Water security; Business; Water scarcity; Closure (psychology); Water sector; Scarcity; Scale (ratio); Flooding (psychology); Environmental planning; Natural resource economics; Environmental resource management; Water resources; Political science; Water supply; Economics; Environmental science; Geography; Computer security; Ecology; Computer science; Market economy; Law","score_opus":0.01563434984041877,"score_gpt":0.20840694091443163,"score_spread":0.19277259107401284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112047847","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":[0.9869151,0.00034010824,0.00019850991,0.0013807272,0.00012655433,0.00016688262,0.000006583088,0.00019229011,0.010673211],"genre_scores_gemma":[0.99944884,0.00006014417,0.00013003437,0.00017303771,0.00008160457,0.00001655531,0.00001918754,0.000025955362,0.000044647306],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887896,0.000050856255,0.00031677936,0.00021944634,0.00016891868,0.00036505892],"domain_scores_gemma":[0.999639,0.000007839385,0.000014744755,0.0002178704,0.000017301925,0.00010327616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001891659,0.00017097605,0.0002965208,0.000078229925,0.000028870723,0.000021537275,0.00021198922,0.000088041015,0.00016223102],"category_scores_gemma":[0.000008788488,0.00011609234,0.00008253884,0.0001137193,0.000034674984,0.000056134668,0.00016596357,0.00019572157,0.000055231914],"study_design_candidate":"qualitative","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":[0.00014746099,0.00035021568,0.0044187955,0.0063562365,0.00046967244,0.00041769992,0.91752326,0.014568986,0.027495835,0.0014257532,0.019111644,0.007714457],"study_design_scores_gemma":[0.002662102,0.00026153642,0.0011420313,0.00051981694,0.00011804105,0.000015968943,0.004365205,0.078423254,0.37633815,0.0021096396,0.53274715,0.0012970868],"about_ca_topic_score_codex":0.0000706191,"about_ca_topic_score_gemma":0.00002398276,"teacher_disagreement_score":0.91315806,"about_ca_system_score_codex":0.000027042242,"about_ca_system_score_gemma":0.000003916195,"threshold_uncertainty_score":0.47341084},"labels":[],"label_agreement":null},{"id":"W3199784777","doi":"10.1016/j.wasec.2021.100100","title":"Water-related sustainable development goal accelerators: A rapid review","year":2021,"lang":"en","type":"review","venue":"Water Security","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Acknowledgement; Sustainable development; Sustainability; Gender equality; Psychological intervention; Process management; Business; Water sector; Political science; Computer science; Economic growth; Environmental economics; Environmental resource management; Risk analysis (engineering); Engineering; Economics; Sociology; Water supply; Medicine; Environmental engineering; Biology","score_opus":0.028507254630950763,"score_gpt":0.3041450091861961,"score_spread":0.2756377545552453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199784777","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010957723,0.9932744,0.0000022444667,0.0011689755,0.0013958033,0.0025776802,0.000029436713,0.0003313187,0.0011105458],"genre_scores_gemma":[0.0001021665,0.9911306,0.00004772255,0.0010242538,0.00041544338,0.0004176867,0.00506443,0.00016870708,0.0016289989],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938245,0.0009171942,0.0019112454,0.001244837,0.00056405144,0.0015382016],"domain_scores_gemma":[0.9980264,0.00004856892,0.00023595708,0.0009895123,0.00036648024,0.00033311514],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010954943,0.0010760095,0.0033785412,0.00035831332,0.00049101765,0.00049307663,0.00089244207,0.0006909691,0.0032967199],"category_scores_gemma":[0.000044523655,0.0006484524,0.0010203597,0.0004974234,0.000081299724,0.00043903606,0.0008341731,0.0012086589,0.0012433009],"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":[0.000030817144,0.0008622578,0.0000047882954,0.4956928,0.0007326951,0.0010902814,0.0045346697,6.354489e-8,0.0000026426,0.00009780138,0.08888176,0.40806943],"study_design_scores_gemma":[0.0005235897,0.000040052117,5.2064354e-7,0.06189627,0.0008367206,0.00020816228,0.000027725997,2.948355e-7,0.0022992569,0.00019947515,0.9329434,0.0010245036],"about_ca_topic_score_codex":0.000049470782,"about_ca_topic_score_gemma":0.000006270991,"teacher_disagreement_score":0.8440617,"about_ca_system_score_codex":0.00064056815,"about_ca_system_score_gemma":0.00016032506,"threshold_uncertainty_score":0.99959666},"labels":[],"label_agreement":null},{"id":"W4307313889","doi":"10.1016/j.wasec.2022.100126","title":"Elevating the role of water resilience in food system dialogues","year":2022,"lang":"en","type":"article","venue":"Water Security","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Monash University Malaysia; Sveriges Lantbruksuniversitet; Monash University; Nature Conservancy; Water for Food Daugherty Global Institute","keywords":"Corporate governance; Business; Resilience (materials science); Preparedness; Food systems; Sustainability; Equity (law); Environmental resource management; Environmental economics; Knowledge management; Food security; Agriculture; Political science; Computer science; Ecology; Economics","score_opus":0.00787771075709273,"score_gpt":0.17566617883250726,"score_spread":0.16778846807541453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307313889","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":[0.98041826,0.000095701245,0.000003853901,0.00027544482,0.000121482866,0.00014959034,0.000025493311,0.000034651097,0.018875508],"genre_scores_gemma":[0.9996933,8.697564e-7,0.000016894614,0.000058562888,0.00002494945,0.00010732845,0.000008355599,0.0000110561095,0.00007869106],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983345,0.00025915945,0.00028340446,0.0002971278,0.00040129334,0.0004244921],"domain_scores_gemma":[0.99957424,0.000031656695,0.00004431047,0.00031459043,0.00000574771,0.000029433422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006027362,0.00012896273,0.0001742207,0.000031848234,0.00035084822,0.000012391858,0.00047834293,0.000025183619,0.0001808339],"category_scores_gemma":[0.000007892429,0.000067819245,0.00004759262,0.00012257273,0.00015965759,0.000117605356,0.0016460653,0.00016363368,0.000044905708],"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":[0.00019341393,0.00059445656,0.13566853,0.00015105921,0.00009819981,0.000062017985,0.21906458,0.005924397,0.6115424,0.024000572,0.0011243948,0.0015759956],"study_design_scores_gemma":[0.00031978945,0.0002928701,0.005980976,0.000016035803,0.0000106530115,0.000017513825,0.010625049,0.0013458045,0.9188748,0.053062852,0.0091769425,0.00027673872],"about_ca_topic_score_codex":0.0023295982,"about_ca_topic_score_gemma":0.0013634484,"teacher_disagreement_score":0.3073324,"about_ca_system_score_codex":0.00017874945,"about_ca_system_score_gemma":0.0000027397075,"threshold_uncertainty_score":0.35216713},"labels":[],"label_agreement":null},{"id":"W4309339371","doi":"10.1016/j.wasec.2022.100128","title":"Exploring informalities, inequalities, and health risk in the informal water sector in Sub-Saharan Africa","year":2022,"lang":"en","type":"article","venue":"Water Security","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sanitation; Informal sector; Work (physics); Water sector; Business; Private sector; Economic growth; Water industry; Scholarship; Environmental planning; Water supply; Public sector; Inequality; Natural resource economics; Geography; Economics; Engineering; Environmental engineering; Economy","score_opus":0.07787820511534939,"score_gpt":0.2629583562048034,"score_spread":0.18508015108945403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309339371","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":[0.9929038,0.00049419235,0.0000017283392,0.0048159766,0.00050476636,0.00057397585,0.00013785828,0.00006590833,0.0005017776],"genre_scores_gemma":[0.9970118,0.00024218421,0.000007705552,0.002023886,0.00013593149,0.00028241123,0.00025878436,0.000018885929,0.000018440642],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.997462,0.0005163213,0.0006218249,0.00024392264,0.00038342524,0.00077255606],"domain_scores_gemma":[0.99950784,0.00004809319,0.00006261293,0.00028153288,0.00001650965,0.00008340788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020572615,0.00021150523,0.0002882302,0.00034198404,0.0004643,0.00016855869,0.00032347345,0.000040619132,0.00011578291],"category_scores_gemma":[0.00000877124,0.0001328336,0.000056713812,0.00020939724,0.000055076507,0.0010657869,0.00034434878,0.0007934997,0.000011385529],"study_design_candidate":"qualitative","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":[0.0009072566,0.0004104011,0.07479318,0.0005319007,0.000018560519,0.00004225545,0.9156253,0.00011095025,0.000075359516,0.00029801793,0.005217326,0.001969517],"study_design_scores_gemma":[0.0076910327,0.0008344355,0.13191122,0.00013088393,0.00001773709,0.00012193472,0.015338543,0.0005911224,0.020527866,0.0063984166,0.8154497,0.0009870974],"about_ca_topic_score_codex":0.005850288,"about_ca_topic_score_gemma":0.0016760505,"teacher_disagreement_score":0.90028673,"about_ca_system_score_codex":0.00018603682,"about_ca_system_score_gemma":0.000016298858,"threshold_uncertainty_score":0.88439244},"labels":[],"label_agreement":null},{"id":"W4366153714","doi":"10.1016/j.wasec.2023.100135","title":"Health implications of coping with water insecurity at the household level","year":2023,"lang":"en","type":"article","venue":"Water Security","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Coping (psychology); Psychosocial; Environmental health; Business; Anxiety; Rainwater harvesting; Optimism; Anger; Psychology; Medicine; Ecology; Clinical psychology; Social psychology; Psychiatry","score_opus":0.0569986696016545,"score_gpt":0.2938905006439656,"score_spread":0.2368918310423111,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366153714","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":[0.900704,0.000057352947,0.000039727147,0.09781192,0.00023870406,0.00045874776,0.00024317087,0.00022910874,0.00021723057],"genre_scores_gemma":[0.99620306,0.000025062956,0.00002234411,0.0030599271,0.00012006975,0.00004380016,0.00036589697,0.000033202166,0.0001266225],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984284,0.00013804791,0.00034666163,0.0003214966,0.00023923392,0.0005261282],"domain_scores_gemma":[0.99916565,0.000042490174,0.00006699792,0.0005523685,0.00007140956,0.00010109556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000401674,0.00017224615,0.00026438126,0.00011230664,0.0005139013,0.00005924187,0.00030658956,0.000064792424,0.00006656401],"category_scores_gemma":[0.0000050830895,0.000084089465,0.00008394909,0.00022746071,0.00016201456,0.00015837802,0.00023598717,0.00020788248,0.00011105805],"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":[0.0019642962,0.0014664741,0.25895727,0.002502865,0.00030082618,0.000025175163,0.16900353,0.00025507223,0.043006234,0.0021371692,0.5185835,0.0017975804],"study_design_scores_gemma":[0.0021106435,0.00024567975,0.14891553,0.00011882101,0.000037667796,0.000058697882,0.00013163028,0.00004219366,0.7310255,0.0108569795,0.10604296,0.00041366444],"about_ca_topic_score_codex":0.0007902346,"about_ca_topic_score_gemma":0.0011598294,"teacher_disagreement_score":0.6880193,"about_ca_system_score_codex":0.00009865763,"about_ca_system_score_gemma":0.000011733644,"threshold_uncertainty_score":0.39525652},"labels":[],"label_agreement":null},{"id":"W4389337947","doi":"10.1016/j.wasec.2023.100158","title":"Water security or securing relations? An exploratory study from British Columbia","year":2023,"lang":"en","type":"article","venue":"Water Security","topic":"Water resources management and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Indigenous; Corporate governance; Water security; Space (punctuation); Exploratory research; Political science; Water quality; Economic growth; Sociology; Ecology; Business; Water resources; Social science; Biology; Economics","score_opus":0.014047267798619154,"score_gpt":0.20142814145068216,"score_spread":0.18738087365206302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389337947","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":[0.99577135,0.000029335646,0.00012557278,0.000036225225,0.0005676876,0.0006278363,0.00005608567,0.0020270974,0.0007587977],"genre_scores_gemma":[0.99728656,0.000027237269,0.000048454072,0.00003890295,0.00028675143,0.000120024386,0.00097210886,0.000092401526,0.0011275423],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980763,0.00013558593,0.00039680698,0.0004780823,0.0003244071,0.00058880233],"domain_scores_gemma":[0.9992867,0.000016288219,0.000021754582,0.00047761606,0.00005005832,0.00014754997],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003834969,0.00022007659,0.00027297655,0.000118998694,0.00031168794,0.00090858195,0.00032084412,0.00012824142,0.0015741886],"category_scores_gemma":[0.000007110358,0.00022502315,0.000065323824,0.00024819636,0.000032586267,0.0009396446,0.00027903452,0.0002742994,0.000820525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016778374,0.0015723328,0.15764359,0.00057848817,0.0010902846,0.0020383296,0.6170217,0.10074509,0.0022583446,0.000013052887,0.114908926,0.0019620964],"study_design_scores_gemma":[0.012305579,0.0012206,0.060894668,0.00034727188,0.000780679,0.000029064417,0.03348883,0.5943213,0.025167922,0.027254831,0.2377021,0.0064871483],"about_ca_topic_score_codex":0.0028499933,"about_ca_topic_score_gemma":0.06479983,"teacher_disagreement_score":0.58353287,"about_ca_system_score_codex":0.00007962648,"about_ca_system_score_gemma":0.000004333387,"threshold_uncertainty_score":0.99995744},"labels":[],"label_agreement":null},{"id":"W4389704697","doi":"10.1016/j.wasec.2023.100151","title":"Justice and injustice in “Modular, Adaptive and Decentralized” (MAD) water systems","year":2023,"lang":"en","type":"article","venue":"Water Security","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Waterloo; JPB Foundation; National Science Foundation","keywords":"Injustice; Modular design; Environmental justice; Economic Justice; Key (lock); Complex adaptive system; Adaptation (eye); Sociology; Political science; Environmental resource management; Economic system; Environmental ethics; Ecology; Computer science; Law; Economics; Biology","score_opus":0.022207946475675772,"score_gpt":0.28003406092219757,"score_spread":0.2578261144465218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389704697","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":[0.99609876,0.00032478987,0.000013580368,0.00094211433,0.00060303626,0.00025716677,0.000021464326,0.00008066126,0.0016584265],"genre_scores_gemma":[0.9982976,0.00079714577,0.000025000658,0.00014317522,0.00018942913,0.000014981612,0.000013988806,0.000011275523,0.00050742395],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984517,0.00018702837,0.00018726349,0.00030760522,0.00026546302,0.0006009418],"domain_scores_gemma":[0.999636,0.000035578967,0.000026321979,0.00012240624,0.000047514084,0.00013221006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000578624,0.00013887395,0.0002000405,0.000072560724,0.00028171757,0.00015983402,0.00013791151,0.00014603497,0.000048032794],"category_scores_gemma":[0.000039025163,0.00009008752,0.000020477073,0.00013827645,0.0002071227,0.00041835397,0.00014912833,0.00018065573,0.0000790367],"study_design_candidate":"qualitative","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":[0.00029641172,0.00009285992,0.03343897,0.0009490758,0.00009519691,0.0003873129,0.89333713,0.00023123722,0.0090821665,0.049526118,0.011114479,0.0014490653],"study_design_scores_gemma":[0.0055032377,0.00037918607,0.108164586,0.0005490571,0.0005515742,0.000050935065,0.12373332,0.0072124787,0.02741265,0.086087905,0.63792855,0.0024265542],"about_ca_topic_score_codex":0.0058801705,"about_ca_topic_score_gemma":0.0016323823,"teacher_disagreement_score":0.7696038,"about_ca_system_score_codex":0.000054876295,"about_ca_system_score_gemma":0.000019295961,"threshold_uncertainty_score":0.8889098},"labels":[],"label_agreement":null},{"id":"W4401121174","doi":"10.1016/j.wasec.2024.100178","title":"Household water sharing: Implications for disaster recovery and water policy","year":2024,"lang":"en","type":"article","venue":"Water Security","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":8,"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 British Columbia","funders":"","keywords":"Business; Natural resource economics; Environmental planning; Environmental resource management; Environmental science; Economics","score_opus":0.028440152401419238,"score_gpt":0.29184925739695194,"score_spread":0.2634091049955327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401121174","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":[0.92333794,0.00013760065,0.00028769515,0.0735083,0.0009186735,0.00059193943,0.00024941552,0.00037916287,0.0005892795],"genre_scores_gemma":[0.99541223,0.000018452223,0.000068988644,0.0018823161,0.001102838,0.00013557998,0.00046557054,0.00007054915,0.0008434716],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983427,0.000029517776,0.00030351378,0.0005972495,0.000094718904,0.0006323267],"domain_scores_gemma":[0.9993966,0.000028540662,0.000010078464,0.0003868088,0.0000391141,0.00013884058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020412273,0.00023781946,0.00021535637,0.00023527243,0.0002507375,0.00069010764,0.0002190878,0.0001320805,0.00008498093],"category_scores_gemma":[0.000005830015,0.00012956129,0.00014981006,0.000060704093,0.00007180869,0.0005571138,0.00023934877,0.00018348353,0.00013176438],"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":[0.0032833521,0.0019623449,0.03775094,0.009056821,0.0009160886,0.00006472429,0.1632469,0.000059542304,0.5336264,0.022799384,0.2075972,0.019636322],"study_design_scores_gemma":[0.0008637092,0.000116202486,0.0016427343,0.00009015919,0.000074941934,0.000064653395,0.000028898756,0.00018750525,0.5031051,0.20187765,0.29152146,0.00042700008],"about_ca_topic_score_codex":0.00013862584,"about_ca_topic_score_gemma":0.000030677053,"teacher_disagreement_score":0.17907827,"about_ca_system_score_codex":0.00007755208,"about_ca_system_score_gemma":0.0000042046913,"threshold_uncertainty_score":0.6654724},"labels":[],"label_agreement":null},{"id":"W4403182143","doi":"10.1016/j.wasec.2024.100181","title":"More than Magnitude: Towards a multidimensional understanding of unprecedented weather to better support disaster management","year":2024,"lang":"en","type":"article","venue":"Water Security","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Foreign, Commonwealth and Development Office; Nuclear Safety and Security Commission; International Development Research Centre; University of Reading; National Aeronautics and Space Administration","keywords":"Magnitude (astronomy); Emergency management; Environmental resource management; Risk analysis (engineering); Geography; Computer science; Data science; Business; Political science; Environmental science; Physics; Astrophysics","score_opus":0.026701819524200057,"score_gpt":0.30999814255484387,"score_spread":0.28329632303064384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403182143","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":[0.8964816,0.000036417878,0.0015838465,0.00865519,0.0009039935,0.00064239796,0.000016747234,0.00015102173,0.091528796],"genre_scores_gemma":[0.9857889,0.000015914504,0.00032909593,0.00045554695,0.00010593099,0.000022192115,0.000014239749,0.000016369593,0.013251824],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981934,0.00007979473,0.0002200194,0.00037057098,0.00070336135,0.00043287184],"domain_scores_gemma":[0.999604,0.000015526988,0.000019951172,0.00019835055,0.000034005287,0.00012820758],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048775502,0.00015324107,0.00015466892,0.00017596009,0.0001609462,0.00014287473,0.00029148316,0.000063090476,0.00120381],"category_scores_gemma":[0.000004485563,0.00010750693,0.00010631547,0.0002443705,0.00020488599,0.00026574256,0.0003191352,0.00009917847,0.00025484525],"study_design_candidate":"qualitative","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":[0.00018860656,0.00057660916,0.012398392,0.0010601691,0.0006620451,0.00036160578,0.7697258,0.000032184853,0.0024125003,0.15355079,0.05107247,0.007958829],"study_design_scores_gemma":[0.0014933221,0.00032857066,0.013561474,0.001032309,0.00042380323,0.0000046943346,0.1799991,0.0008104718,0.004961759,0.03737459,0.75845057,0.0015593445],"about_ca_topic_score_codex":0.00034706766,"about_ca_topic_score_gemma":0.0005273629,"teacher_disagreement_score":0.7073781,"about_ca_system_score_codex":0.00012457043,"about_ca_system_score_gemma":0.000020562919,"threshold_uncertainty_score":0.99970925},"labels":[],"label_agreement":null},{"id":"W4403281340","doi":"10.1016/j.wasec.2024.100180","title":"The syndemics of food and water insecurities on emotional distress and overall wellbeing in Ghana: Findings from a cross-sectional study","year":2024,"lang":"en","type":"article","venue":"Water Security","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Queen's University","funders":"","keywords":"Cross-sectional study; Distress; Environmental health; Psychology; Clinical psychology; Emotional distress; Medicine; Biology; Developmental psychology; Psychiatry; Pathology; Anxiety","score_opus":0.02072033799280065,"score_gpt":0.2994705116002066,"score_spread":0.27875017360740595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403281340","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":[0.9971633,0.00036583593,0.0000067822702,0.00024429747,0.0009822048,0.00019222804,0.00011035201,0.000042496547,0.0008925056],"genre_scores_gemma":[0.99954164,0.000024814648,0.0000039399342,0.00007034754,0.00012937408,0.000027518074,0.000041263997,0.000012197375,0.00014888849],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986122,0.00017747481,0.00032130722,0.00043418224,0.00019286701,0.0002619283],"domain_scores_gemma":[0.99949884,0.00025760522,0.000020939111,0.00015734135,0.000019815681,0.00004546106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046542936,0.00015406108,0.00016378624,0.000082684,0.00017166321,0.00017194431,0.00009738057,0.00014622428,0.00018954373],"category_scores_gemma":[0.000014886211,0.000085303385,0.000043522617,0.000042143878,0.00017950042,0.00010138459,0.00008653688,0.0003998246,0.000019308112],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004118457,0.00033048473,0.94299954,0.000053992306,0.00020412303,0.000044970748,0.038855247,0.000005200073,0.00056899444,0.015897997,0.00021134618,0.00041624697],"study_design_scores_gemma":[0.00071961817,0.00037574954,0.9412833,0.000050916417,0.000011505199,0.00001707181,0.00072885933,0.000067642715,0.00069802045,0.055443175,0.0004657374,0.0001384471],"about_ca_topic_score_codex":0.00093414314,"about_ca_topic_score_gemma":0.00026218727,"teacher_disagreement_score":0.03954518,"about_ca_system_score_codex":0.00003219161,"about_ca_system_score_gemma":0.0000034998943,"threshold_uncertainty_score":0.34785712},"labels":[],"label_agreement":null},{"id":"W4404887365","doi":"10.1016/j.wasec.2024.100186","title":"Gender dimensions of water vending in LMICs: A scoping review","year":2024,"lang":"en","type":"review","venue":"Water Security","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Waterloo; Mitacs; Deutscher Akademischer Austauschdienst","keywords":"Water disinfection; Biotechnology; Business; Biology; Computer science; Environmental science; Water resource management","score_opus":0.06396977970203765,"score_gpt":0.38559206505727783,"score_spread":0.3216222853552402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404887365","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007080896,0.9956995,7.662567e-7,0.00011933611,0.0008346872,0.0011086653,0.000037790993,0.00004128056,0.0020871637],"genre_scores_gemma":[0.00035871373,0.99884474,0.000021889879,0.000108022345,0.00028697873,0.00006821924,0.00006201117,0.00003710752,0.00021232844],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.99729204,0.00037491904,0.0008324202,0.0004752812,0.00040546493,0.000619858],"domain_scores_gemma":[0.99934727,0.000028598644,0.00013513905,0.00035534817,0.000045969082,0.00008768004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010176104,0.0003387074,0.0015365327,0.00016295793,0.0001224026,0.000062199615,0.00045079296,0.00034037099,0.00045649768],"category_scores_gemma":[0.000039269853,0.00016162047,0.00046161056,0.00025510805,0.00014292721,0.00021595389,0.0003163752,0.0005992678,0.0002934981],"study_design_candidate":"systematic_review","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":[0.0000032467515,0.00006903516,0.000022228802,0.84758186,0.00023332455,0.00018187604,0.061739076,4.54064e-7,0.000009682409,0.002038115,0.008153018,0.07996808],"study_design_scores_gemma":[0.000029847277,0.000005217802,1.5139109e-7,0.31110176,0.00028948108,0.0000040037044,0.000043781874,1.8613578e-7,0.000031117444,0.0018409779,0.68644667,0.00020684079],"about_ca_topic_score_codex":0.00060595514,"about_ca_topic_score_gemma":0.00048891024,"teacher_disagreement_score":0.67829365,"about_ca_system_score_codex":0.00020211625,"about_ca_system_score_gemma":0.0002733838,"threshold_uncertainty_score":0.6590692},"labels":[],"label_agreement":null}]}