{"meta":{"query_hash":"ffdfcbb5fec2","filters":{"venue":"Limnetica"},"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/ffdfcbb5fec2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Limnetica"},"results":[{"id":"W4286559404","doi":"10.23818/limn.42.07","title":"Littoral areas of Amazonian floodplain lakes: a biological reserve to biodiversity loss","year":2022,"lang":"en","type":"article","venue":"Limnetica","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":5,"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":"Universidad Nacional de Colombia; Canadian Institute for Advanced Research","keywords":"Littoral zone; Biomass (ecology); Floodplain; Ecology; Environmental science; Species richness; Biodiversity; Amazon rainforest; Geography; Biology","score_opus":0.02655123283991751,"score_gpt":0.23854216933836742,"score_spread":0.2119909364984499,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286559404","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":[0.9950846,0.000013866152,0.0000035131736,0.0020930313,0.00019126383,0.00023956255,0.00020395833,0.00003177927,0.0021384684],"genre_scores_gemma":[0.99816346,0.0000037971315,0.0005124244,0.0007981366,0.000022310385,0.000033791664,0.000026908203,0.0000035421035,0.00043563248],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99871135,0.00019996503,0.00018689387,0.0003787521,0.00017408641,0.00034893586],"domain_scores_gemma":[0.999451,0.000063189866,0.00005594984,0.00027535675,0.000006968904,0.00014756288],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003082327,0.00011591728,0.00019286886,0.000041297357,0.00023036989,0.0000069124567,0.0005044544,0.000091788206,0.013223165],"category_scores_gemma":[0.00006967796,0.00010340527,0.00007650424,0.00028853543,0.00045786783,0.000027830369,0.0010050264,0.000184305,0.0007807465],"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":[0.0001036523,0.00029413923,0.976875,0.0000020588002,0.0000061744636,0.000038198123,0.00022248828,0.000042667187,0.009850686,0.00003972928,0.01219679,0.0003284203],"study_design_scores_gemma":[0.00025585922,0.0012615233,0.9533307,0.0000014175423,0.0000126776595,0.000012762193,0.0003072236,0.000008690139,0.00069279503,0.00015309757,0.043821387,0.0001418959],"about_ca_topic_score_codex":0.0003013888,"about_ca_topic_score_gemma":0.0005734502,"teacher_disagreement_score":0.031624597,"about_ca_system_score_codex":0.00010744021,"about_ca_system_score_gemma":0.000008307412,"threshold_uncertainty_score":0.99999726},"labels":[],"label_agreement":null},{"id":"W4321200441","doi":"10.23818/limn.42.17","title":"Add a dash of salt? Effects of road de-icing salt (NaCl) on benthic respiration and nutrient fluxes in freshwater sediments","year":2023,"lang":"en","type":"article","venue":"Limnetica","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lake Simcoe Region Conservation Authority; Trent University","funders":"Natural Sciences and Engineering Research Council of Canada; Ministero dello Sviluppo Economico; Ontario Ministry of Economic Development and Innovation","keywords":"Benthic zone; Nutrient; Environmental chemistry; Chloride; Nitrate; Environmental science; Sediment; Aquatic ecosystem; Chemistry; Hydrology (agriculture); Ecology; Geology; Biology","score_opus":0.00646685099896065,"score_gpt":0.22225382096421464,"score_spread":0.21578696996525398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321200441","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":[0.9992463,0.000012645833,0.000014103971,0.00004799722,0.00019144754,0.00026298352,0.0000068049526,0.00002168141,0.00019603736],"genre_scores_gemma":[0.9995142,0.000016432023,0.00034898787,0.00004326397,0.000020120375,0.000016214233,0.000007988784,0.000009515201,0.000023230066],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9990846,0.00008995638,0.000236877,0.0001944918,0.00021873077,0.00017534694],"domain_scores_gemma":[0.9996477,0.00007579239,0.00007975642,0.00015161412,0.0000041572107,0.00004102156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024151549,0.000083717365,0.0001389329,0.00009319065,0.000029208722,0.00000941654,0.00007004126,0.00006118577,0.00010907715],"category_scores_gemma":[0.000075601754,0.000078503144,0.000019099925,0.00018848399,0.00011461199,0.00006466377,0.00010348608,0.00005222247,0.000060408107],"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":[0.00008625781,0.00006552191,0.26386917,0.000092868235,0.0000067833607,0.0000047937037,0.0007564285,0.0003136356,0.73068404,0.00008688143,0.00024022875,0.0037933982],"study_design_scores_gemma":[0.00042062704,0.00025872086,0.52914757,0.000120326855,0.000008571995,0.000001185476,0.000018734407,0.0004699863,0.46879753,0.00052494043,0.0001760332,0.000055769586],"about_ca_topic_score_codex":0.0005683199,"about_ca_topic_score_gemma":0.0004975816,"teacher_disagreement_score":0.26527843,"about_ca_system_score_codex":0.000060281072,"about_ca_system_score_gemma":0.000007448714,"threshold_uncertainty_score":0.32012653},"labels":[],"label_agreement":null},{"id":"W4378651786","doi":"10.23818/limn.43.08","title":"Longitudinal patterns in water quality and fish assemblage structure in a low-gradient, temperate Neotropical stream disrupted by a point-source urban effluent","year":2023,"lang":"en","type":"article","venue":"Limnetica","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":1,"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":"Comisión de Investigaciones Científicas; Universidad Nacional del Centro de la Provincia de Buenos Aires; Acadia University","keywords":"Water quality; STREAMS; Ecology; Habitat; Environmental science; Ecoregion; Freshwater ecosystem; Urban stream; Temperate climate; Abundance (ecology); Assemblage (archaeology); Drainage basin; Urbanization; Effluent; Ecosystem; Geography; Biology","score_opus":0.013361846817544994,"score_gpt":0.25985143101126834,"score_spread":0.24648958419372335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378651786","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":[0.9979035,0.000007759212,0.0000037659333,0.0014674657,0.00009486847,0.00029904704,0.00009457968,0.000050732662,0.00007826707],"genre_scores_gemma":[0.9990828,0.000017770737,0.000019155268,0.0004342311,0.000026684394,0.000035943405,0.00012295388,0.000016089347,0.0002443898],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99800223,0.00022260402,0.00037571898,0.00060488813,0.00015423233,0.00064033136],"domain_scores_gemma":[0.9994892,0.00007045867,0.00004232773,0.00024742467,0.0000040068376,0.00014660614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021164143,0.00021724032,0.0002905815,0.0000682428,0.00007150264,0.00004125385,0.00019774545,0.00021022097,0.00083642354],"category_scores_gemma":[0.00003984986,0.00016372107,0.000041357165,0.0002145115,0.0002738098,0.000081879254,0.00029849596,0.00031112466,0.00009576271],"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":[0.00003923154,0.00015516918,0.94724655,0.000016792827,0.000004343925,0.00005027179,0.0004189015,0.000025162873,0.05060738,0.0000033734962,0.0010347798,0.00039801627],"study_design_scores_gemma":[0.0007827767,0.00020862593,0.9956506,0.000019506897,0.000009682808,0.000008341025,0.00014994222,0.00020093733,0.0021886297,0.00005417704,0.0005007204,0.00022604669],"about_ca_topic_score_codex":0.0009509979,"about_ca_topic_score_gemma":0.0093781315,"teacher_disagreement_score":0.04841875,"about_ca_system_score_codex":0.000112579386,"about_ca_system_score_gemma":0.0000039366982,"threshold_uncertainty_score":0.91582507},"labels":[],"label_agreement":null},{"id":"W4384828376","doi":"10.23818/limn.43.15","title":"A comparative analysis of water quality guidelines for fluoride in Canada and Spain","year":2023,"lang":"en","type":"article","venue":"Limnetica","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fluoride; Water quality; European union; Environmental science; Pollution; Water pollution; Invertebrate; Environmental protection; Environmental chemistry; Ecology; Chemistry; Biology; Business","score_opus":0.048772951536517506,"score_gpt":0.32547812244939167,"score_spread":0.27670517091287417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384828376","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":[0.99865746,0.000013590554,0.00003882282,0.0006631276,0.000044741035,0.00013542263,0.000022483502,0.000005710003,0.0004186492],"genre_scores_gemma":[0.9987827,0.0000059433396,0.00082132657,0.000119112585,0.000010724809,0.000009687274,0.000016832806,0.0000025234376,0.00023112808],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992499,0.00004602091,0.00023236366,0.00016070278,0.0001408878,0.00017017328],"domain_scores_gemma":[0.99962014,0.0001922542,0.000025969543,0.00010793444,0.0000104478595,0.000043259348],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041332954,0.00006292554,0.00023843317,0.000047861555,0.000024041714,0.000004385681,0.00006562075,0.000017866736,0.0001428589],"category_scores_gemma":[0.00006315537,0.00004099608,0.000035570825,0.0003571785,0.00006014129,0.000019598,0.00006858112,0.000027525071,0.000008565304],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021593904,0.000080396574,0.63654345,0.00010689253,0.0005138295,0.000026388912,0.0040236916,0.09192089,0.22893375,0.00038548815,0.01953537,0.01771389],"study_design_scores_gemma":[0.00025861908,0.00004175634,0.8972537,0.0000062697204,0.00007916521,2.4803464e-7,0.00029549014,0.08293886,0.014938029,0.00016267941,0.0039094635,0.00011570726],"about_ca_topic_score_codex":0.7950758,"about_ca_topic_score_gemma":0.9421899,"teacher_disagreement_score":0.26071024,"about_ca_system_score_codex":0.00005953591,"about_ca_system_score_gemma":0.000017093416,"threshold_uncertainty_score":0.20628881},"labels":[],"label_agreement":null},{"id":"W4391322571","doi":"10.23818/limn.43.22","title":"Disclosing the effects of climate, land use, and water demand as drivers of hydrological trends in a Mediterranean river basin","year":2024,"lang":"en","type":"article","venue":"Limnetica","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":5,"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":"H2020 European Research Council; Generalitat de Catalunya; Agència Catalana de l'Aigua; Canadian Institute for Advanced Research","keywords":"Mediterranean climate; Environmental science; Water resource management; Mediterranean Basin; Drainage basin; Climate change; Land use; Structural basin; Hydrology (agriculture); Geography; Geology; Ecology; Oceanography; Archaeology","score_opus":0.008167391876929801,"score_gpt":0.2198154337761563,"score_spread":0.2116480418992265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391322571","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":[0.99525386,0.00008970869,0.000007672524,0.0010739454,0.000074649804,0.000091389935,0.0000019040524,0.000010754239,0.003396128],"genre_scores_gemma":[0.9994404,0.00024729452,0.000041795523,0.00011718227,0.000008692509,0.0000063960515,0.00000265879,0.00000427929,0.00013135574],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993267,0.0000805603,0.0001261596,0.00018049992,0.000099340155,0.00018673393],"domain_scores_gemma":[0.9996762,0.00019106315,0.000014939478,0.00009436748,0.0000010622464,0.00002231733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017049711,0.000084419364,0.00013957614,0.000050557075,0.00004941752,0.000011143767,0.00007953377,0.00004693701,0.00018192992],"category_scores_gemma":[0.000017625822,0.00004245888,0.000029670393,0.00009521574,0.0006714381,0.000086243126,0.000251969,0.0000799141,0.000019452664],"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":[0.00012491051,0.00011250332,0.9674781,0.00021358952,0.000104808525,0.00015721093,0.013150639,0.0003592264,0.008669057,0.00034627225,0.0006892676,0.00859439],"study_design_scores_gemma":[0.0005133341,0.0004233665,0.98654747,0.00009096088,0.000116230796,0.0000062507884,0.000053103206,0.0015675937,0.0060782204,0.0016919574,0.0027855483,0.00012595308],"about_ca_topic_score_codex":0.00011917599,"about_ca_topic_score_gemma":0.00006168402,"teacher_disagreement_score":0.019069357,"about_ca_system_score_codex":0.000008023019,"about_ca_system_score_gemma":4.405166e-7,"threshold_uncertainty_score":0.24739417},"labels":[],"label_agreement":null},{"id":"W4410309218","doi":"10.23818/limn.45.10","title":"Challenges ahead for freshwater ecosystems in the Colombian Guiana Shield","year":2025,"lang":"en","type":"article","venue":"Limnetica","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","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":"Generalitat de Catalunya; Universidad Nacional de Colombia; Ministerio de Ciencia e Innovación; Centres de Recerca de Catalunya; Canadian Institute for Advanced Research","keywords":"Shield; Ecosystem; Freshwater ecosystem; Environmental science; Geography; Environmental resource management; Ecology; Geology; Biology","score_opus":0.03056954738364463,"score_gpt":0.27137979100981635,"score_spread":0.24081024362617173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410309218","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":[0.88987446,0.0002969349,0.000014758946,0.028585175,0.0005852819,0.0009925206,0.000023536193,0.000032832464,0.07959452],"genre_scores_gemma":[0.9965443,0.000054566146,0.000235304,0.0015594915,0.000043052052,0.00026580776,0.0000080164655,0.0000053013136,0.0012841886],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990777,0.00009420902,0.00018299712,0.00027584544,0.00006438021,0.0003049151],"domain_scores_gemma":[0.9994696,0.00019910019,0.0000266327,0.00027403477,0.0000032657097,0.000027417113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038972456,0.0000972468,0.00013811055,0.000030194908,0.00008651765,0.000017486056,0.0003791952,0.00015017291,0.00064123626],"category_scores_gemma":[0.000048562863,0.00006607721,0.000046320838,0.00009330493,0.0001583247,0.000029184792,0.00008291868,0.000109225926,0.00018528436],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015105809,0.0010788655,0.6379822,0.00012912758,0.000039799233,0.000034100558,0.0030031889,0.000024195522,0.015236747,0.007992036,0.29972246,0.03460627],"study_design_scores_gemma":[0.0003703509,0.00026270424,0.60707843,0.000013720283,0.000017711578,0.0000032234416,0.00060476846,0.000121815036,0.0003734408,0.001534096,0.38951313,0.00010657158],"about_ca_topic_score_codex":0.00022866538,"about_ca_topic_score_gemma":0.109000206,"teacher_disagreement_score":0.10877154,"about_ca_system_score_codex":0.00004533775,"about_ca_system_score_gemma":0.00000651662,"threshold_uncertainty_score":0.9072582},"labels":[],"label_agreement":null}]}