{"id":"W4382601704","doi":"10.1525/elementa.2022.00113","title":"Seasonality of zooplankton communities in the Hudson Bay system","year":2023,"lang":"en","type":"article","venue":"Elementa Science of the Anthropocene","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Manitoba Hydro","keywords":"Bay; Arctic; Zooplankton; Seasonality; Oceanography; Acartia; Calanus; Ocean gyre; Sea ice; Environmental science; Boreal; Spring bloom; Ecology; Copepod; Crustacean; Biology; Phytoplankton; Geology; Subtropics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002514111,0.0001819451,0.000189731,0.001614606,0.0003319561,0.0005945802,0.0002167087,0.0001270579,0.0008251471],"category_scores_gemma":[0.0006372954,0.0001457733,0.000160997,0.001128264,0.0003024473,0.0002715421,0.0005039093,0.000113569,0.0001161078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141237,"about_ca_system_score_gemma":0.0005477355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09557723,"about_ca_topic_score_gemma":0.2196803,"domain_scores_codex":[0.9998504,0.0000200382,0.00001727335,0.00004562376,0.00002827448,0.00003843885],"domain_scores_gemma":[0.9994461,0.00005717756,0.0001892144,0.00002091148,0.0001206961,0.0001659172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005190997,0.000009991285,0.994621,0.00002071222,0.00003579228,0.00009129304,0.0005376369,0.00007372928,0.001670433,0.00001784798,0.0001580693,0.002711569],"study_design_scores_gemma":[6.080605e-7,0.000007504382,0.9996079,0.000002356239,0.000002285226,0.000009755093,0.000221212,0.00003592224,0.00002760072,0.000001588788,0.00008251244,8.806392e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993237,0.00009076471,0.00001790795,0.000008447226,0.000003223724,0.000003025164,0.0003452348,0.000003427339,0.0002043221],"genre_scores_gemma":[0.9989064,0.0001002263,0.00008509416,0.00001034115,0.000003345749,0.000008184973,0.0006326188,0.000001121226,0.0002527241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9044228,"threshold_uncertainty_score":0.1900418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02186154664467055,"score_gpt":0.2605563729462931,"score_spread":0.2386948263016226,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}