{"id":"W3191799262","doi":"10.3389/fmars.2021.705042","title":"Seasonal Variability in the Zooplankton Community Structure in a Sub-Arctic Fjord as Revealed by Morphological and Molecular Approaches","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shirshov Institute of Oceanology, Russian Academy of Sciences; Natural Environment Research Council; Norges Forskningsråd; Bundesministerium für Bildung und Forschung; Université Laval; UK Research and Innovation; Sight Research UK; Universitetet i Tromsø","keywords":"Zooplankton; Acartia; Calanus; Copepod; Biology; Spring bloom; Fjord; Arctic; Abundance (ecology); Biomass (ecology); Ecology; Oceanography; Phytoplankton; Crustacean; Nutrient","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002238066,0.0001555557,0.0002005976,0.00004905838,0.0002544069,0.0000479767,0.0007047632,0.00007242864,0.0001192199],"category_scores_gemma":[0.00057054,0.0001258955,0.00002288471,0.0009464368,0.002395017,0.0002219206,0.001984081,0.000620269,0.000006037325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005079928,"about_ca_system_score_gemma":0.00001438206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009348061,"about_ca_topic_score_gemma":0.0002710545,"domain_scores_codex":[0.9976736,0.000771141,0.0001770788,0.0005065594,0.0005001046,0.0003715441],"domain_scores_gemma":[0.9993581,0.0001315472,0.00004473984,0.000396105,0.000003913503,0.00006563034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001730029,0.0001659527,0.9901018,0.00001023261,0.000001947759,0.00008303658,0.0007185863,0.0001064668,0.005946654,0.00001686773,0.0004131969,0.002417915],"study_design_scores_gemma":[0.0003127542,0.0000381468,0.9904256,0.000007683026,0.000004411156,0.00003194096,0.001751603,0.000386987,0.0009639515,0.005840574,0.00009266255,0.0001437061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976689,0.00006105975,0.00007468306,0.0006565047,0.00006658406,0.0002464769,0.00001594856,0.000006118925,0.001203754],"genre_scores_gemma":[0.9786212,0.00005333808,0.02078621,0.0004816767,0.000002417682,0.00001137268,0.00001597192,0.000003008557,0.00002476884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071153,"threshold_uncertainty_score":0.8824541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142488256209295,"score_gpt":0.1993760477290665,"score_spread":0.1879511651669735,"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."}}