{"meta":{"query_hash":"75385661f04c","filters":{"venue":"Springer Science Reviews"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/75385661f04c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Springer+Science+Reviews"},"results":[{"id":"W2013918078","doi":"10.1007/s40362-015-0029-3","title":"Genomic Selection, a New Era for Pork Quality Improvement","year":2015,"lang":"en","type":"article","venue":"Springer Science Reviews","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"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 Alberta","funders":"","keywords":"Heritability; Selection (genetic algorithm); Quantitative trait locus; Biology; Linkage disequilibrium; Genomic selection; Best linear unbiased prediction; Trait; Genetics; Genomics; Genetic gain; Computational biology; Genome; Biotechnology; Single-nucleotide polymorphism; Genetic variation; Genotype; Computer science; Gene; Machine learning","score_opus":0.05817737877091011,"score_gpt":0.3360200831524155,"score_spread":0.2778427043815054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013918078","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":[0.042893246,0.79227644,0.08786038,0.049922813,0.0040657804,0.000046548877,0.00031505455,0.0005979349,0.022021757],"genre_scores_gemma":[0.21381317,0.700125,0.04503019,0.015903333,0.0068205055,0.00007396329,0.00053161476,0.00017103851,0.017531296],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99940574,0.00019141987,0.000024851228,0.00013753903,0.00020132826,0.000039002625],"domain_scores_gemma":[0.99927753,0.000405615,0.000086812266,0.000048114965,0.000102381,0.00007952662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017788962,0.0004545804,0.00090934016,0.0004676422,0.00017500612,0.0016401447,0.0006081556,0.0010310669,0.0035396954],"category_scores_gemma":[0.0010836181,0.00011631884,0.00030245678,0.0007336861,0.0016837432,0.001624397,0.00069163647,0.0015359415,0.0006877859],"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":[0.00042927908,0.000121362,0.0017934918,0.0016140157,0.000103484475,0.0002716466,0.00014627984,0.0013344652,0.08885832,0.03997121,0.011901998,0.85345453],"study_design_scores_gemma":[0.0001585374,0.0012969944,0.016576393,0.0008326356,0.00022033339,0.0015973323,0.00069328886,0.0033382187,0.037897468,0.10077317,0.8365035,0.00011211707],"about_ca_topic_score_codex":0.00033809722,"about_ca_topic_score_gemma":0.0003308866,"teacher_disagreement_score":0.0035396954,"about_ca_system_score_codex":0.00072081503,"about_ca_system_score_gemma":0.0006431693,"threshold_uncertainty_score":0.011841416},"labels":[],"label_agreement":null},{"id":"W2031163982","doi":"10.1007/s40362-013-0008-5","title":"Use of Cell Cultures to Study the Interactions of Ciliates with Fish","year":2013,"lang":"en","type":"article","venue":"Springer Science Reviews","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":23,"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 Waterloo","funders":"","keywords":"Biology; Ciliate; Ichthyophthirius multifiliis; Protozoa; Tetrahymena; Pathogenic bacteria; Microbiology; Aquaculture; Bacteria; Zoology; Fish <Actinopterygii>; Ecology; Fishery; Cell biology","score_opus":0.03698950428625822,"score_gpt":0.2893004705208735,"score_spread":0.25231096623461524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031163982","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72818124,0.08361265,0.14074723,0.004402966,0.0021644034,0.00088682876,0.002910982,0.00026009313,0.036833547],"genre_scores_gemma":[0.83834195,0.047350317,0.09239126,0.0016324733,0.00046750656,0.00086889847,0.0030992422,0.000113194335,0.015735134],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928576,0.0002030072,0.00006451294,0.00012757504,0.00023356495,0.000085568114],"domain_scores_gemma":[0.9991406,0.00044925592,0.000088224384,0.00014051465,0.000118363685,0.00006296417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011446822,0.00065807876,0.0007441584,0.0004929759,0.000662514,0.0011599837,0.00061845104,0.0011191873,0.0012228511],"category_scores_gemma":[0.0005648666,0.00027347804,0.0010490903,0.0004442732,0.00095112633,0.00064286595,0.0011125787,0.0020944502,0.0009298659],"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":[0.00010656145,0.00006421383,0.0011342055,0.0002856174,0.000031436724,0.00015782319,0.00025885753,0.00014681308,0.9913694,0.00046630943,0.00017672242,0.005801948],"study_design_scores_gemma":[0.000048649006,0.0011826531,0.01063321,0.0001103191,0.0001750033,0.00060283416,0.00042433554,0.0013095783,0.9622783,0.0007184549,0.022478906,0.000037760263],"about_ca_topic_score_codex":0.0039069494,"about_ca_topic_score_gemma":0.007949948,"teacher_disagreement_score":0.0039069494,"about_ca_system_score_codex":0.0007577066,"about_ca_system_score_gemma":0.00055258087,"threshold_uncertainty_score":0.0077683926},"labels":[],"label_agreement":null},{"id":"W2068667467","doi":"10.1007/s40362-015-0030-x","title":"Changes to Metabolism and Cell Physiology that Enable Mammalian Hibernation","year":2015,"lang":"en","type":"article","venue":"Springer Science Reviews","topic":"Bat Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":20,"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 Regina","funders":"","keywords":"Hibernation (computing); Cell metabolism; Physiology; Metabolism; Biology; Cell biology; Neuroscience; Computer science; Biochemistry","score_opus":0.07816252077898424,"score_gpt":0.26540844217789494,"score_spread":0.18724592139891072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068667467","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6949517,0.22021192,0.01776024,0.008685702,0.002072645,0.000102503356,0.0009647081,0.0006606439,0.054589964],"genre_scores_gemma":[0.9319264,0.055084124,0.002265985,0.0013323148,0.00063590985,0.00005240356,0.00034825332,0.00004803041,0.008306482],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9999207,0.000013946302,0.0000064803467,0.000019431913,0.000019499857,0.000019845316],"domain_scores_gemma":[0.9998764,0.00002274115,0.00003127985,0.00001818763,0.000017323571,0.00003418337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024098637,0.0002493195,0.00028889166,0.00023198836,0.00018595393,0.0007750412,0.00022450517,0.0004899694,0.0020827705],"category_scores_gemma":[0.0002365491,0.00010630056,0.0002241262,0.00018786495,0.0007816353,0.00066338433,0.0004845915,0.00061100477,0.0005776467],"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":[0.00055742555,0.00007421991,0.009292606,0.0009044078,0.00010299011,0.0007010644,0.00035945882,0.0006407169,0.86324036,0.009660523,0.0033138308,0.11115238],"study_design_scores_gemma":[0.000054581822,0.0014520091,0.5376771,0.00040693095,0.00014673479,0.0037205655,0.001853716,0.0010946571,0.29281405,0.02244302,0.13826235,0.000074145166],"about_ca_topic_score_codex":0.00023926765,"about_ca_topic_score_gemma":0.00047474564,"teacher_disagreement_score":0.0020827705,"about_ca_system_score_codex":0.00023573675,"about_ca_system_score_gemma":0.00013228836,"threshold_uncertainty_score":0.0069675446},"labels":[],"label_agreement":null},{"id":"W2555099023","doi":"10.1007/s40362-016-0040-3","title":"Tissues, Metabolic Pathways and Genes of Key Importance in Lactating Dairy Cattle","year":2016,"lang":"en","type":"article","venue":"Springer Science Reviews","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":66,"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 Alberta","funders":"","keywords":"Biology; Dairy cattle; Gene; Quantitative trait locus; Lactation; Biotechnology; Genetics; Genetic association; Genotype; Single-nucleotide polymorphism","score_opus":0.025417025168844774,"score_gpt":0.27381897648421083,"score_spread":0.24840195131536605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2555099023","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":[0.165703,0.8189034,0.0057757986,0.0018099843,0.00020801771,0.000015279944,0.00065094465,0.00007311188,0.0068604555],"genre_scores_gemma":[0.34731725,0.6277736,0.010267794,0.00063527917,0.00032808044,0.000032749478,0.0014349945,0.000024899808,0.01218538],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99992526,0.000014240176,0.000005727743,0.000023778313,0.000017324086,0.000013752124],"domain_scores_gemma":[0.99994123,0.000020021987,0.000020442621,0.0000019852832,0.000009347817,0.000007044578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022727772,0.00027951004,0.0002442496,0.0003662481,0.0001103012,0.0004272521,0.00015106944,0.00028282194,0.00091564824],"category_scores_gemma":[0.00015461691,0.00007966382,0.00014598599,0.00053401064,0.00016632084,0.0001797419,0.00015471452,0.0002814984,0.00021897095],"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":[0.0007136374,0.000031991014,0.011634597,0.0028442305,0.00015209259,0.0009352221,0.00034163796,0.0011221151,0.3843264,0.0031398295,0.0036299555,0.5911283],"study_design_scores_gemma":[0.00004845563,0.0009951922,0.40083602,0.0011448062,0.0010288688,0.0099322675,0.0010259832,0.0017545936,0.08191761,0.0072286967,0.49400926,0.00007828897],"about_ca_topic_score_codex":0.0015125795,"about_ca_topic_score_gemma":0.0018373565,"teacher_disagreement_score":0.0015125795,"about_ca_system_score_codex":0.0004217431,"about_ca_system_score_gemma":0.00019308315,"threshold_uncertainty_score":0.0030631423},"labels":[],"label_agreement":null},{"id":"W2590121248","doi":"10.1007/s40362-017-0041-x","title":"Genotype Imputation Methods and Their Effects on Genomic Predictions in Cattle","year":2016,"lang":"en","type":"article","venue":"Springer Science Reviews","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Agriculture and Agri-Food Canada; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Livestock and Meat Agency; Western Canada Research Grid; Compute Canada; Genome Canada","keywords":"Imputation (statistics); Minor allele frequency; Statistics; Purebred; Genomic selection; Genotype; Concordance; Genotyping; Crossbreed; Biology; Single-nucleotide polymorphism; Missing data; Mathematics; Genetics; Gene","score_opus":0.01784214761161648,"score_gpt":0.31376372881449865,"score_spread":0.2959215812028822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2590121248","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":[0.060722888,0.01716922,0.9148363,0.0013094447,0.00021122706,0.00006651418,0.0013585758,0.0021605953,0.0021652477],"genre_scores_gemma":[0.36655658,0.008365634,0.6185675,0.0007414616,0.00024727578,0.00020042158,0.0031291975,0.0008236239,0.00136827],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9829705,0.013976976,0.00044771406,0.001238041,0.0012248257,0.00014189669],"domain_scores_gemma":[0.94142956,0.051907256,0.0018188325,0.0022911483,0.0024050549,0.00014810848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.024872866,0.0009693968,0.0014270751,0.0012753888,0.00042147926,0.0017495254,0.0013770544,0.001055663,0.0016005741],"category_scores_gemma":[0.06302631,0.0006872621,0.0016022063,0.0023068222,0.0004909924,0.0012865805,0.00085012696,0.0018509694,0.00068919134],"study_design_candidate":"simulation_or_modeling","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":[0.0011217638,0.00009865146,0.052252207,0.00087944866,0.0023695685,0.0001999376,0.00034940836,0.36417285,0.0034755147,0.007086285,0.0063634757,0.56163085],"study_design_scores_gemma":[0.0001629949,0.00032006088,0.02603309,0.00058360916,0.00073562906,0.0006173502,0.000096681586,0.92898643,0.0074646072,0.020826088,0.014008278,0.00016527442],"about_ca_topic_score_codex":0.003369511,"about_ca_topic_score_gemma":0.0026369572,"teacher_disagreement_score":0.024872866,"about_ca_system_score_codex":0.0004839148,"about_ca_system_score_gemma":0.0006998956,"threshold_uncertainty_score":0.13154185},"labels":[],"label_agreement":null}]}