{"id":"W4389677774","doi":"10.3390/life13122335","title":"Pilot Lipidomics Study of Copepods: Investigation of Potential Lipid-Based Biomarkers for the Early Detection and Quantification of the Biological Effects of Climate Change on the Oceanic Food Chain","year":2023,"lang":"en","type":"article","venue":"Life","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority","funders":"Lincoln Memorial University","keywords":"Lipidome; Lipidomics; Copepod; Biology; Calanus finmarchicus; Acartia tonsa; Food web; Ecology; Climate change; Herring; Trophic level; Fishery; Bioinformatics; Fish <Actinopterygii>","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":[0.0005624538,0.00008400057,0.0001628261,0.00004644104,0.0000883207,0.000004095393,0.0001325333,0.0000462059,3.179875e-7],"category_scores_gemma":[0.0005231035,0.00004332693,0.00007008477,0.0002234488,0.0001607145,0.00000187591,0.00007536544,0.00003806402,8.624382e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002797181,"about_ca_system_score_gemma":0.00001379599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003363361,"about_ca_topic_score_gemma":0.00003041523,"domain_scores_codex":[0.9992442,0.0001664999,0.0002467707,0.0001515052,0.00009687769,0.00009414848],"domain_scores_gemma":[0.9990799,0.0002492846,0.0003289476,0.0002492895,0.00007791638,0.0000146726],"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":[0.0004031719,0.00009332614,0.007847418,0.0001031461,0.0001603404,1.260721e-8,0.0001283513,0.00002054556,0.990441,0.0003482868,0.00002094411,0.0004334267],"study_design_scores_gemma":[0.0008129075,0.003827189,0.3238266,0.0000220569,0.00007585741,1.013808e-7,0.000331704,0.0006880116,0.6702888,0.00006269279,0.00001704566,0.00004705601],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977867,0.0002637177,0.0002772473,0.0002427125,0.0002523439,0.001129045,0.0000414207,0.000003786306,0.000003042771],"genre_scores_gemma":[0.9992844,0.0004643741,0.00002084608,0.00004598585,0.00007406215,0.00009345203,0.000008006437,0.000007482239,0.000001432435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3201523,"threshold_uncertainty_score":0.1766821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04233620247345907,"score_gpt":0.2531194512638466,"score_spread":0.2107832487903875,"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."}}