{"id":"W4291826702","doi":"10.3354/meps14155","title":"Experimental validation confirms a carbon stable isotope lipid normalization procedure for Pacific salmon","year":2022,"lang":"en","type":"article","venue":"Marine Ecology Progress Series","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation; University of British Columbia; Fisheries and Oceans Canada","funders":"Hakai Institute","keywords":"Chinook wind; Normalization (sociology); Oncorhynchus; Stable isotope ratio; Isotope; Isotopes of carbon; Isotope analysis; Chemistry; Fish <Actinopterygii>; Biology; Ecology; Fishery; Physics","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":[0.01373479,0.001494798,0.0006663371,0.0005481084,0.001782583,0.0009855602,0.001397422,0.001516913,0.001738015],"category_scores_gemma":[0.01677949,0.0007778714,0.001733234,0.0008218963,0.001247533,0.0008600759,0.001078246,0.001336927,0.001496242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466141,"about_ca_system_score_gemma":0.002802857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02434793,"about_ca_topic_score_gemma":0.03936588,"domain_scores_codex":[0.993505,0.001441824,0.0006404211,0.001819982,0.00225834,0.0003345257],"domain_scores_gemma":[0.9927573,0.00120299,0.0005134463,0.001307026,0.004116243,0.0001030158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0011694,0.0007498729,0.08657566,0.0006489839,0.0005793773,0.000270393,0.001418489,0.03130565,0.7746153,0.002225182,0.003538094,0.09690358],"study_design_scores_gemma":[0.0001272498,0.00205081,0.1131743,0.0002410634,0.0004718802,0.0003284486,0.0003106192,0.1369617,0.7272217,0.0014063,0.01745986,0.0002460189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6339389,0.0005689187,0.3539497,0.0006490035,0.0004122031,0.001351093,0.003197497,0.001537668,0.00439506],"genre_scores_gemma":[0.6786895,0.0004352627,0.3071433,0.0005359659,0.00003747914,0.002108547,0.005278764,0.001025002,0.004746285],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02434793,"threshold_uncertainty_score":0.07263738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007277573933186595,"score_gpt":0.2291554755915423,"score_spread":0.2218779016583557,"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."}}