{"meta":{"query_hash":"f384e660a2d2","filters":{"venue":"Frontiers in Fish Science"},"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/f384e660a2d2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Frontiers+in+Fish+Science"},"results":[{"id":"W4406129694","doi":"10.3389/frish.2024.1489837","title":"Temperature- and ontogeny-dependent metabolism in invasive early juvenile round goby (Neogobius melanostomus)","year":2025,"lang":"en","type":"article","venue":"Frontiers in Fish Science","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":1,"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 Guelph; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Round goby; Neogobius; Juvenile; Goby; Ontogeny; Biology; Zoology; Ecology; Animal science; Fish <Actinopterygii>; Invasive species; Fishery; Endocrinology","score_opus":0.003915595230915201,"score_gpt":0.2023932633266114,"score_spread":0.1984776680956962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406129694","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":[0.9996063,0.000054293763,0.000063917214,0.0000070210544,0.0000010084323,0.0000032150003,0.000114480004,0.000002590371,0.00014723036],"genre_scores_gemma":[0.9982351,0.000082411774,0.00035662358,0.00004223573,0.0000018262677,0.0000441105,0.0003745904,0.000009257127,0.00085384864],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99994874,0.000004833468,0.0000027042388,0.000021838874,0.000010148293,0.000011767197],"domain_scores_gemma":[0.99986255,0.000014922483,0.000054752105,0.000008961797,0.000020695008,0.000038083916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000063868654,0.00023313874,0.00014017128,0.0002932987,0.00023539446,0.00022653521,0.00011284955,0.0001803732,0.0007318046],"category_scores_gemma":[0.00017779089,0.00017627221,0.00018886712,0.00012311556,0.0002633847,0.0001732277,0.00032955053,0.00034411755,0.0001345281],"study_design_candidate":"observational","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":[0.0006889542,0.00006104576,0.17047808,0.00004382096,0.000046090263,0.00013107325,0.00045824834,0.00018114001,0.8243825,0.00004671016,0.0000962153,0.0033861394],"study_design_scores_gemma":[0.000001971707,0.00007905989,0.99391055,0.0000024607164,0.000009080532,0.000039528575,0.000076104065,0.00014217054,0.005590042,0.000009734337,0.00013517591,0.000004234228],"about_ca_topic_score_codex":0.011472831,"about_ca_topic_score_gemma":0.044170447,"teacher_disagreement_score":0.011472831,"about_ca_system_score_codex":0.0005475364,"about_ca_system_score_gemma":0.00027209288,"threshold_uncertainty_score":0.022812068},"labels":[],"label_agreement":null},{"id":"W4407719729","doi":"10.3389/frish.2025.1525181","title":"How genomic and environmental relationships shape phenotypic plasticity in brook charr Salvelinus fontinalis: an historical review","year":2025,"lang":"en","type":"article","venue":"Frontiers in Fish Science","topic":"Genetic and Clinical Aspects of Sex Determination and Chromosomal Abnormalities","field":"Biochemistry, Genetics and Molecular Biology","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":"Université de Sherbrooke; Université du Québec à Rimouski","funders":"","keywords":"Salvelinus; Fontinalis; Phenotypic plasticity; Biology; Phenotype; Evolutionary biology; Plasticity; Zoology; Ecology; Trout; Fish <Actinopterygii>; Fishery; Genetics; Gene","score_opus":0.01334365037869402,"score_gpt":0.23380719534452796,"score_spread":0.22046354496583392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407719729","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009091493,0.9970932,0.00037806696,0.00051411707,0.00025059102,0.0000026922667,0.000060918883,0.00001333644,0.00077793846],"genre_scores_gemma":[0.0036540523,0.9946931,0.0004323692,0.00032524986,0.00030262806,0.0000070448878,0.00009293369,0.0000054313955,0.00048723878],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998697,0.000017565293,0.000023038157,0.00005424156,0.00002485281,0.000010502016],"domain_scores_gemma":[0.999559,0.00023920291,0.00006890982,0.000013960815,0.00008465978,0.000034312157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048163344,0.0005238456,0.0009105982,0.0018979135,0.00025607308,0.0010848262,0.00048448986,0.00058373756,0.0016329491],"category_scores_gemma":[0.0008102167,0.00019416798,0.00040131458,0.0019885104,0.000505267,0.0011111854,0.00055261765,0.00083281915,0.0005191314],"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":[0.000126255,0.0000408468,0.0020368977,0.023870511,0.00025696988,0.00049638853,0.0005511658,0.00078498584,0.0092289345,0.0038780412,0.017574145,0.94115484],"study_design_scores_gemma":[0.000006868833,0.00017859241,0.011766199,0.005217548,0.00040534392,0.0020562538,0.00046699934,0.0001533068,0.001571647,0.0025429463,0.97555417,0.000080132624],"about_ca_topic_score_codex":0.0013283842,"about_ca_topic_score_gemma":0.0016987547,"teacher_disagreement_score":0.0018979135,"about_ca_system_score_codex":0.0005214946,"about_ca_system_score_gemma":0.00090345973,"threshold_uncertainty_score":0.0054627657},"labels":[],"label_agreement":null},{"id":"W4413902105","doi":"10.3389/frish.2025.1672665","title":"Editorial: Patterns, causes and consequences of intraspecific variation in environmental tolerance in fishes","year":2025,"lang":"en","type":"editorial","venue":"Frontiers in Fish Science","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":1,"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":"Intraspecific competition; Variation (astronomy); Biology; Ecology; Zoology","score_opus":0.005844159874592282,"score_gpt":0.20704399386528943,"score_spread":0.20119983399069716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413902105","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013837748,0.00535974,0.00011912344,0.018467646,0.97406626,0.000025539643,0.00025553323,0.00012684011,0.0014408983],"genre_scores_gemma":[0.00078330666,0.0039457753,0.000079751415,0.0076111597,0.9819103,0.000021094407,0.00012504299,0.00004267556,0.0054808506],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963728,0.00041095648,0.00050770363,0.00075752474,0.0016436755,0.0003074815],"domain_scores_gemma":[0.9783286,0.009275559,0.0014517735,0.00054221967,0.007870329,0.0025315322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048800143,0.003961512,0.004673925,0.0046184,0.0022761023,0.005540858,0.0052031497,0.010715264,0.034523677],"category_scores_gemma":[0.020259894,0.0015062576,0.0027811301,0.002098716,0.0024630222,0.0044044075,0.0015371449,0.011035692,0.019391881],"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":[0.000105539824,0.000025559959,0.00011864792,0.0005131207,0.00003539908,0.00011732626,0.000024547042,0.000051574963,0.00009462785,0.00015475316,0.99267274,0.0060860757],"study_design_scores_gemma":[0.00012638376,0.00009506869,0.0023752446,0.0013292655,0.00014529268,0.0006079779,0.00011899838,0.00035505422,0.00023426574,0.0010555566,0.9934803,0.00007653042],"about_ca_topic_score_codex":0.002954333,"about_ca_topic_score_gemma":0.0036948135,"teacher_disagreement_score":0.034523677,"about_ca_system_score_codex":0.0029824476,"about_ca_system_score_gemma":0.0022949458,"threshold_uncertainty_score":0.11549318},"labels":[],"label_agreement":null},{"id":"W4415567175","doi":"10.3389/frish.2025.1591515","title":"How the resilient ecophysiology of the sea lamprey allowed them to invade the Laurentian Great Lakes and could protect them from climate change","year":2025,"lang":"en","type":"article","venue":"Frontiers in Fish Science","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University","funders":"Great Lakes Fishery Commission","keywords":"Lamprey; Petromyzon; Fish migration; Climate change; Facultative; Predation","score_opus":0.01675967931225055,"score_gpt":0.210701978909613,"score_spread":0.19394229959736245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415567175","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":[0.98340684,0.0010808085,0.0005189189,0.002414377,0.000056804372,0.000006855899,0.000068572495,0.000028700104,0.01241806],"genre_scores_gemma":[0.993194,0.00067260273,0.0002968442,0.0004776607,0.000017442875,0.0000038789767,0.000045200977,0.000008173853,0.0052841874],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998797,0.00002097691,0.0000032337848,0.000031915308,0.000015730695,0.000048462316],"domain_scores_gemma":[0.99990296,0.0000050629446,0.000022589173,0.000006863621,0.00002652482,0.00003581498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028013246,0.00021435303,0.000093449045,0.0001713005,0.00064436876,0.001292213,0.00022579021,0.00040475864,0.0014131851],"category_scores_gemma":[0.00027174572,0.00010120576,0.00018169006,0.00010245664,0.000757071,0.0010232496,0.00062487065,0.0004440067,0.00034418888],"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":[0.00036255922,0.000120484765,0.44996035,0.00031588404,0.00014944175,0.0026418145,0.010394076,0.0027963675,0.38769248,0.023467796,0.010852466,0.11124621],"study_design_scores_gemma":[0.000008687431,0.0004022036,0.8997498,0.000081163365,0.000072034425,0.00097201497,0.013593617,0.0024348039,0.014858278,0.0066002724,0.061147634,0.00007942611],"about_ca_topic_score_codex":0.023333753,"about_ca_topic_score_gemma":0.043613553,"teacher_disagreement_score":0.9766663,"about_ca_system_score_codex":0.0012201268,"about_ca_system_score_gemma":0.00088291254,"threshold_uncertainty_score":0.046395898},"labels":[],"label_agreement":null}]}