{"id":"W4411347491","doi":"10.1029/2025jg009048","title":"Zoogeochemistry: Breaking Down the Silos Between Biogeochemistry and Zoology","year":2025,"lang":"en","type":"article","venue":"Journal of Geophysical Research Biogeosciences","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Biogeochemistry; Information silo; Geology; Biology; Geography; Archaeology; Ecology; Silo","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002517904,0.000910642,0.0008935342,0.002236426,0.0009785752,0.004005531,0.001282497,0.001436607,0.00666819],"category_scores_gemma":[0.004931686,0.0004938471,0.0007863587,0.001269765,0.009662858,0.009818862,0.004451487,0.003218664,0.0006203419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001307594,"about_ca_system_score_gemma":0.00122423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01070019,"about_ca_topic_score_gemma":0.009739226,"domain_scores_codex":[0.999448,0.000246336,0.00003075897,0.000120765,0.00009916945,0.00005497233],"domain_scores_gemma":[0.9970943,0.001459072,0.0003564795,0.0003354633,0.0002512208,0.0005034145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000117071,0.0001077507,0.0185051,0.0006317812,0.000397597,0.0002728251,0.001344615,0.02804744,0.003239657,0.8799528,0.005925096,0.06145827],"study_design_scores_gemma":[0.00002460264,0.00009831265,0.02908652,0.0006590273,0.00008346758,0.0001369291,0.001336646,0.04049597,0.0005701586,0.8799187,0.04750908,0.00008067451],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2419498,0.05862742,0.5382926,0.06616182,0.003580139,0.0001208237,0.0009090616,0.0008727057,0.08948559],"genre_scores_gemma":[0.922569,0.01609855,0.0504456,0.003914095,0.001503244,0.00009999178,0.0001829354,0.0002914421,0.004895268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01070019,"threshold_uncertainty_score":0.02230728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148779919357936,"score_gpt":0.3310707186797887,"score_spread":0.3095829194862093,"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."}}