{"id":"W3125854049","doi":"10.1111/2041-210x.13556","title":"Calibration chain transformation improves the comparability of organic hydrogen and oxygen stable isotope data","year":2021,"lang":"en","type":"article","venue":"Methods in Ecology and Evolution","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Western University; University of Ottawa","funders":"National Science Foundation","keywords":"Comparability; Computer science; Calibration; Transformation (genetics); Data mining; Environmental science; Statistics; Chemistry; Mathematics","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":[0.02135132,0.001397889,0.001213854,0.004842197,0.001332795,0.003664887,0.00200824,0.001156546,0.004755047],"category_scores_gemma":[0.06308035,0.0007298986,0.001754057,0.006661285,0.001294841,0.002525171,0.003621532,0.001928029,0.004049479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104185,"about_ca_system_score_gemma":0.002116461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004766017,"about_ca_topic_score_gemma":0.005470191,"domain_scores_codex":[0.9890912,0.002439691,0.001218041,0.004014422,0.002840834,0.000395884],"domain_scores_gemma":[0.9658166,0.01253364,0.003148119,0.009825835,0.008410668,0.0002650596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001366932,0.0007114809,0.137366,0.0009510211,0.001146763,0.0004767956,0.002568391,0.05507494,0.178633,0.01428037,0.01540517,0.5920191],"study_design_scores_gemma":[0.0002984832,0.0005523419,0.1065955,0.0003376015,0.0006635423,0.0006967515,0.001101628,0.3442638,0.3616564,0.04410229,0.1393399,0.0003918601],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1563887,0.000531741,0.8152142,0.0004487458,0.0003867889,0.0003042068,0.00536595,0.01562505,0.005734683],"genre_scores_gemma":[0.3010737,0.0002964945,0.6744167,0.000220309,0.00007657841,0.0004261203,0.01478048,0.005920126,0.002789526],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02135132,"threshold_uncertainty_score":0.112918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0252322609205594,"score_gpt":0.3068808312053357,"score_spread":0.2816485702847762,"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."}}