{"meta":{"query_hash":"4021ea6da868","filters":{"venue":"Limnology and Freshwater Biology"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/4021ea6da868","api":"https://metacan.xera.ac/api/v1/cohort?venue=Limnology+and+Freshwater+Biology"},"results":[{"id":"W3086798426","doi":"10.31951/2658-3518-2020-a-4-765","title":"Day-night differences in crustacean zooplankton in Lake Glubokoe and Mozhaysk Reservoir (European Russia)","year":2020,"lang":"en","type":"article","venue":"Limnology and Freshwater Biology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","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":"Global Lake Ecological Observatory Network","keywords":"Zooplankton; Crustacean; Biomass (ecology); Pelagic zone; Oceanography; Environmental science; Ecology; Biology; Geology","score_opus":0.016283269611736872,"score_gpt":0.20343757403666807,"score_spread":0.1871543044249312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3086798426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9998203,0.00003460364,0.000014797246,0.0000027147255,5.2716416e-7,5.604413e-7,0.00003862764,9.334798e-7,0.000087024],"genre_scores_gemma":[0.99973506,0.000024675348,0.00003302172,0.0000025804222,7.9056497e-7,0.0000019279603,0.00009833797,8.311807e-7,0.000102725055],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99994195,0.00001044824,0.0000055154633,0.000015736146,0.000010124097,0.00001623218],"domain_scores_gemma":[0.99989533,0.000014123815,0.000033724667,0.000004976931,0.000014958651,0.00003686542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013544779,0.00015252322,0.00018247323,0.00043724373,0.00028262922,0.00027459837,0.00010183578,0.00016683737,0.0006705364],"category_scores_gemma":[0.00020868043,0.00012890986,0.00015575941,0.00024655188,0.00021593913,0.00022839384,0.00041047373,0.00009881633,0.00008502839],"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":[0.0003836167,0.000040040544,0.9586606,0.000054094675,0.00012655187,0.00017770367,0.0010398517,0.00028004317,0.034019094,0.000073974836,0.000099710676,0.0050446484],"study_design_scores_gemma":[0.0000015450883,0.000016027192,0.9996747,0.0000010501495,0.0000040788796,0.000013081549,0.00006541111,0.00005296376,0.00012199341,0.0000033374447,0.000044903998,8.711486e-7],"about_ca_topic_score_codex":0.009315842,"about_ca_topic_score_gemma":0.021652337,"teacher_disagreement_score":0.009315842,"about_ca_system_score_codex":0.00024239457,"about_ca_system_score_gemma":0.00020293625,"threshold_uncertainty_score":0.018523276},"labels":[],"label_agreement":null},{"id":"W4294323089","doi":"10.31951/2658-3518-2022-a-4-1400","title":"Long-chain alkenones in the lake sediments of North-Minusinsk Basin (South Siberia): implications for paleoclimate reconstructions","year":2022,"lang":"en","type":"article","venue":"Limnology and Freshwater Biology","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"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":"Alkenone; Salinity; Haptophyte; Oceanography; Algae; Paleoclimatology; Geology; Degree of unsaturation; Emiliania huxleyi; Ostracod; Environmental science; Sea surface temperature; Ecology; Phytoplankton; Climate change; Nutrient; Biology; Chemistry","score_opus":0.02584609791119226,"score_gpt":0.24867115423573558,"score_spread":0.2228250563245433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294323089","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99920875,0.0002616565,0.00007637431,0.000019216186,0.0000019831593,0.0000013788971,0.00015302893,0.0000063246425,0.0002711759],"genre_scores_gemma":[0.99938464,0.00012203677,0.00009912743,0.000008247627,0.0000015228346,0.0000020750226,0.0002386108,0.0000028740837,0.00014081824],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99990416,0.000023471182,0.000015771186,0.000022725564,0.000016238548,0.00001769182],"domain_scores_gemma":[0.99984515,0.000023087714,0.000036377987,0.000012930313,0.00005237491,0.000030082121],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045646055,0.00037390005,0.0002754348,0.0013679503,0.0007093439,0.00067321525,0.00015082907,0.00022018858,0.00097115646],"category_scores_gemma":[0.00046296333,0.00024044815,0.00023089343,0.001159492,0.0003249054,0.00050039287,0.0006885805,0.0001602349,0.00018019046],"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":[0.0003785492,0.000028543816,0.9390621,0.0001307505,0.00022058983,0.0003027397,0.0008450933,0.0023257593,0.039460808,0.00014728472,0.00010240776,0.01699534],"study_design_scores_gemma":[0.000003143731,0.000011970639,0.99803835,0.0000068735694,0.000016081885,0.000021303635,0.00017145816,0.0010183658,0.00049349584,0.00003281208,0.00018325142,0.0000030001354],"about_ca_topic_score_codex":0.044421747,"about_ca_topic_score_gemma":0.047437105,"teacher_disagreement_score":0.044421747,"about_ca_system_score_codex":0.0009001867,"about_ca_system_score_gemma":0.0007137606,"threshold_uncertainty_score":0.088326335},"labels":[],"label_agreement":null},{"id":"W4294323180","doi":"10.31951/2658-3518-2022-a-4-1506","title":"Paleoclimatic conditions of a Late Pleistocene mega-lake in Kamchatka","year":2022,"lang":"en","type":"article","venue":"Limnology and Freshwater Biology","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Pollen; Pleistocene; Geology; Physical geography; Peninsula; Vegetation (pathology); Paleontology; Early Pleistocene; Mega-; Archaeology; Geography; Ecology","score_opus":0.016760268165312283,"score_gpt":0.2404681553948108,"score_spread":0.22370788722949853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294323180","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9996244,0.000046001853,0.00002546965,0.000011539464,6.720503e-7,0.0000012357019,0.000061995604,0.0000017956687,0.00022689597],"genre_scores_gemma":[0.99973184,0.00003977993,0.00003607814,0.000004132844,0.0000013670602,0.000003396584,0.00007697587,0.0000015407239,0.00010488144],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9999584,0.0000053228837,0.0000048916754,0.000012415655,0.000006752547,0.000012240689],"domain_scores_gemma":[0.9999063,0.000013129228,0.000029912851,0.000005116573,0.000026569518,0.000018998593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011745505,0.00015723224,0.00018600482,0.0011968657,0.00070566643,0.00064822496,0.0001624547,0.00020577478,0.0017089596],"category_scores_gemma":[0.00029151843,0.0002148232,0.000113207716,0.0012531511,0.0004428369,0.00057077303,0.0006312621,0.00019915294,0.00015686415],"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":[0.00023928835,0.00005998324,0.958271,0.00008400204,0.00013441882,0.0011042671,0.0046541663,0.0005938729,0.022583975,0.0003376124,0.00019153366,0.011745808],"study_design_scores_gemma":[0.000004458405,0.000008456145,0.9989147,0.0000057833886,0.000010099066,0.00007102575,0.00044713242,0.0001391966,0.00016562497,0.000030070181,0.00020095186,0.0000024934418],"about_ca_topic_score_codex":0.016910473,"about_ca_topic_score_gemma":0.04200164,"teacher_disagreement_score":0.016910473,"about_ca_system_score_codex":0.00060629554,"about_ca_system_score_gemma":0.00047071266,"threshold_uncertainty_score":0.033624053},"labels":[],"label_agreement":null},{"id":"W4402141235","doi":"10.31951/2658-3518-2024-a-4-900","title":"Phototrophic bacterioplankton of four stratified boreal ferruginous lakes of the Northern Hemisphere: comparative analysis of vertical 16S rRNA profiles","year":2024,"lang":"en","type":"article","venue":"Limnology and Freshwater Biology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"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":"Bacterioplankton; Phototroph; Boreal; Taiga; 16S ribosomal RNA; Northern Hemisphere; Ecology; Oceanography; Geography; Biology; Geology; Physical geography; Environmental science; Paleontology; Climatology; Phytoplankton; Bacteria; Nutrient","score_opus":0.017869664721235225,"score_gpt":0.24029703060853455,"score_spread":0.22242736588729933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402141235","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9997476,0.00007406959,0.00003061557,0.0000022041424,5.628494e-7,0.0000020324246,0.000053617445,0.0000013661173,0.00008788209],"genre_scores_gemma":[0.9993179,0.0000652083,0.00014973491,0.000006849923,0.000001781376,0.0000073137967,0.00029405186,0.0000020207322,0.00015523132],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998553,0.000017602466,0.000010587271,0.00005196102,0.000024710673,0.00003981581],"domain_scores_gemma":[0.9998963,0.000013575036,0.000037905545,0.0000036249926,0.00002177069,0.000026739408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017177749,0.0003356543,0.00033841387,0.00083445635,0.000713859,0.00067453244,0.00016664546,0.0002684941,0.0003544465],"category_scores_gemma":[0.00021675663,0.00020418738,0.00023252603,0.00048092028,0.0002432832,0.00033708452,0.0003672715,0.00009755024,0.00006916641],"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":[0.000828528,0.00010462848,0.6433962,0.000117241936,0.00014926588,0.00020730769,0.0033116257,0.00025417533,0.341395,0.000061173996,0.00005765066,0.010117188],"study_design_scores_gemma":[0.000004462765,0.00006953265,0.9980148,0.0000028094335,0.00001675625,0.000054502325,0.00038931653,0.000134666,0.0011503067,0.0000074951095,0.00015196847,0.0000034609654],"about_ca_topic_score_codex":0.018502535,"about_ca_topic_score_gemma":0.02509145,"teacher_disagreement_score":0.018502535,"about_ca_system_score_codex":0.00042162032,"about_ca_system_score_gemma":0.00040706366,"threshold_uncertainty_score":0.036789656},"labels":[],"label_agreement":null}]}