{"id":"W4415507987","doi":"10.1002/lno.70242","title":"Spatial dynamics of animal‐mediated nutrients in temperate waters","year":2025,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bamfield Marine Sciences Centre; University of Victoria; Simon Fraser University","funders":"Hakai Institute; Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation; Mitacs; Canada Research Chairs","keywords":"Temperate climate; Nutrient; Kelp; Ecosystem; Productivity; Abundance (ecology); Kelp forest; Spatial variability; Aquatic ecosystem; Nutrient cycle","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":[0.0002423098,0.0001055821,0.0001840097,0.0007372663,0.0002641633,0.0003966085,0.0002181757,0.0001777912,0.0006066065],"category_scores_gemma":[0.000629505,0.000148277,0.0001621127,0.0006252727,0.000377836,0.0002850373,0.0006620387,0.0001021577,0.00007810634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003127166,"about_ca_system_score_gemma":0.0001790049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01581277,"about_ca_topic_score_gemma":0.02420241,"domain_scores_codex":[0.9998641,0.00001919437,0.00001294487,0.00006129937,0.00001858722,0.00002383216],"domain_scores_gemma":[0.9994082,0.0001149654,0.0002680916,0.00004275424,0.00009799777,0.00006795283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004096649,0.000007430687,0.9887433,0.00002192944,0.0000328524,0.00005625624,0.000421711,0.0001476414,0.008525962,0.0000421466,0.00003168875,0.001928093],"study_design_scores_gemma":[4.901303e-7,0.000005655497,0.9996191,0.000001265114,0.00000248315,0.00001127406,0.0001144757,0.0001399571,0.0000548198,0.000008435753,0.00004071465,0.000001179123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996327,0.00004119408,0.00004975945,0.000005473302,5.036122e-7,0.000001153827,0.00008573508,0.000002030399,0.0001814937],"genre_scores_gemma":[0.9998049,0.00002270535,0.00006721973,0.00000300206,0.000001163928,0.000002342135,0.00006433824,6.932098e-7,0.00003357067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01581277,"threshold_uncertainty_score":0.03144151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002996047224470762,"score_gpt":0.2027073461760832,"score_spread":0.1997112989516124,"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."}}