{"id":"W7081565039","doi":"10.48448/kt08-1e56","title":"In the Search of Sublethal Biomarkers: Metabolomic and Lipidomic Profiling of Arctic Copepods Facing Ocean Acidification and Pyrene Pollution","year":2025,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; Université du Québec à Rimouski","funders":"","keywords":"Metabolome; Pyrene; Arctic; Metabolomics; Copepod; Pollution; Biomonitoring; Zooplankton","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002130793,0.0001434812,0.0002487972,0.0004834138,0.00009174343,0.00006839538,0.000815304,0.0001124107,0.00001165843],"category_scores_gemma":[0.0002649597,0.0001080897,0.00002191282,0.001041972,0.0008237017,0.0002009311,0.0003214441,0.000177719,6.42262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002956514,"about_ca_system_score_gemma":0.0003470938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004956616,"about_ca_topic_score_gemma":0.00002133763,"domain_scores_codex":[0.9985433,0.0001117786,0.0003033426,0.0004813166,0.0003240033,0.0002362484],"domain_scores_gemma":[0.9990475,0.0001210904,0.0002313185,0.0004360226,0.0001283461,0.00003573193],"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":[0.00008244965,0.0004493063,0.01306752,0.004341906,0.0001886409,0.00001457673,0.006176182,0.0008993748,0.7582408,0.1572226,0.002830117,0.0564866],"study_design_scores_gemma":[0.003565463,0.0004666923,0.02046243,0.003244811,0.0001954942,0.0002012837,0.005365003,0.4018137,0.5260522,0.0289008,0.008024094,0.001707943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3443378,0.0156454,0.378773,0.02969897,0.002665972,0.005576915,0.0001683507,0.0004104086,0.2227232],"genre_scores_gemma":[0.9803247,0.0001458387,0.01641403,0.00005222245,0.00002881297,0.000003140196,0.000005284463,0.000005219812,0.003020743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6359869,"threshold_uncertainty_score":0.440777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830457901298702,"score_gpt":0.2724166475605526,"score_spread":0.2541120685475656,"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."}}