{"id":"W3113338081","doi":"10.1242/jeb.191262","title":"Help, there are ‘omics’ in my comparative physiology!","year":2020,"lang":"en","type":"review","venue":"Journal of Experimental Biology","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Natural Science Foundation of China; Genome Canada","keywords":"Omics; Metabolomics; Proteomics; Computational biology; Pooling; Organism; Biology; Lipidomics; Data science; Computer science; Bioinformatics; Artificial intelligence; Genetics","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":[0.005735938,0.001303471,0.001480225,0.002556964,0.0009719997,0.003151884,0.002312365,0.004488903,0.004924034],"category_scores_gemma":[0.008630761,0.000419307,0.001207883,0.00170436,0.005565629,0.009005177,0.00180929,0.009829758,0.004600772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002903902,"about_ca_system_score_gemma":0.003312693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002916676,"about_ca_topic_score_gemma":0.005287462,"domain_scores_codex":[0.9975546,0.0008328948,0.000230082,0.0003572012,0.0009199561,0.0001052958],"domain_scores_gemma":[0.9934422,0.003891052,0.0002966945,0.0003182102,0.001749811,0.0003020723],"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":[0.00007770939,0.0000251036,0.0001854572,0.007989935,0.0001299864,0.0003075611,0.0004306511,0.0002501702,0.001929909,0.06517315,0.5652924,0.3582079],"study_design_scores_gemma":[0.000003492841,0.00001415352,0.0001476707,0.001579422,0.00001617426,0.0002619602,0.00008940892,0.00002418596,0.0001219523,0.01115358,0.9865731,0.00001489187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006798186,0.8901991,0.001944578,0.07560766,0.02881077,0.00001185245,0.00005375136,0.0000479378,0.003256273],"genre_scores_gemma":[0.001720741,0.8947124,0.003820405,0.06742784,0.02344223,0.00004054085,0.0001194069,0.0000686981,0.008647758],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005735938,"threshold_uncertainty_score":0.03033489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09774580318593676,"score_gpt":0.3597597558715084,"score_spread":0.2620139526855717,"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."}}