{"id":"W7110841066","doi":"10.1371/journal.pone.0322745.s010","title":"Isotopic composition of zooplankton across Canada’s sub-Arctic regions.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zooplankton; Composition (language); Plankton; Chemical composition; Isotope analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002501984,0.0003445114,0.0002679972,0.002036503,0.002342473,0.0008353692,0.0004176075,0.0003029705,0.001094184],"category_scores_gemma":[0.0003580634,0.0002340347,0.0003210158,0.003026771,0.0003326138,0.0002726176,0.0007018018,0.0002495673,0.0002323591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008023212,"about_ca_system_score_gemma":0.009263613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914017,"about_ca_topic_score_gemma":0.9967794,"domain_scores_codex":[0.9997653,0.0000083429,0.000008925634,0.00004568223,0.00008733589,0.0000843864],"domain_scores_gemma":[0.9993826,0.0000152914,0.00004096168,0.000009857015,0.0004616809,0.00008953999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003878456,0.00003574884,0.9202318,0.0001781741,0.0003028101,0.0002902025,0.002837924,0.0006103528,0.0158476,0.0005747563,0.005595736,0.05310711],"study_design_scores_gemma":[0.000002500323,0.000003628807,0.9963827,0.00001627638,0.00002020093,0.0000222027,0.0005440214,0.0001198604,0.0003001363,0.00001792123,0.002566002,0.000004561691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975772,0.003568891,0.0003069256,0.0002850904,0.0000351773,0.00002106633,0.0107736,0.00003564576,0.009201751],"genre_scores_gemma":[0.990494,0.001394615,0.000477341,0.0001399068,0.000006065762,0.00001042573,0.003765563,0.00001539758,0.003696707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008598268,"threshold_uncertainty_score":0.05821282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01272050892349041,"score_gpt":0.2483798105733339,"score_spread":0.2356593016498434,"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."}}