{"id":"W2167278195","doi":"10.1093/icb/icu054","title":"A Beginner's Guide to Nutritional Profiling in Physiology and Ecology","year":2014,"lang":"en","type":"article","venue":"Integrative and Comparative Biology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Organism; Biology; Profiling (computer programming); Ecology; Phenotype; Physiology; Computer science; Genetics","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":[0.001662317,0.002078429,0.001680043,0.004494629,0.00109049,0.001822668,0.002756592,0.002558011,0.1093242],"category_scores_gemma":[0.003573712,0.00131572,0.0009535094,0.003478384,0.001369578,0.003080529,0.002429171,0.006315603,0.09319434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008607768,"about_ca_system_score_gemma":0.002250375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003322303,"about_ca_topic_score_gemma":0.01282085,"domain_scores_codex":[0.999335,0.0001496036,0.00007669944,0.0001106688,0.0002763568,0.00005165874],"domain_scores_gemma":[0.9976628,0.0009986612,0.0001232163,0.000340983,0.0005602454,0.0003140778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006065801,0.0001769062,0.0003683766,0.0007759162,0.00001700811,0.0002179988,0.0001725062,0.000308554,0.007425946,0.007704027,0.7765059,0.206266],"study_design_scores_gemma":[0.000006065697,0.00003595855,0.0006205723,0.0002154756,0.000003505645,0.0002841136,0.00003017546,0.0001307712,0.000342114,0.0050244,0.9932899,0.00001690172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002608554,0.1720326,0.3928078,0.04254061,0.02903197,0.002634318,0.02726626,0.02692717,0.3041507],"genre_scores_gemma":[0.005768884,0.134574,0.3169306,0.02919119,0.009315538,0.002437778,0.01187525,0.005925381,0.4839814],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1093242,"threshold_uncertainty_score":0.3657258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973663055724345,"score_gpt":0.311009553334922,"score_spread":0.2912729227776786,"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."}}