{"id":"W4295780314","doi":"10.3390/hydrobiology1030024","title":"Hydrobiological Aspects of Fatty Acids: Unique, Rare, and Unusual Fatty Acids Incorporated into Linear and Cyclic Lipopeptides and Their Biological Activity","year":2022,"lang":"en","type":"article","venue":"Hydrobiology","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lethbridge College","funders":"","keywords":"Antimicrobial; Biological activity; Antifungal; Marine invertebrates; Cyanobacteria; Bacteria; Biology; Chemistry; Biochemistry; Cyclic peptide; Fatty acid; Computational biology; Microbiology; Peptide; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004988155,0.0003465155,0.0005232409,0.0000925034,0.0002475839,0.00001169405,0.0002213836,0.000374889,0.00004272979],"category_scores_gemma":[0.0002052952,0.0002483946,0.00006884428,0.0001917783,0.0008190914,0.00001028128,0.001521052,0.0004201818,8.588485e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001762915,"about_ca_system_score_gemma":0.00004786038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001224283,"about_ca_topic_score_gemma":0.00006196812,"domain_scores_codex":[0.9978536,0.0005684969,0.0003049888,0.0008620216,0.00005411737,0.0003567301],"domain_scores_gemma":[0.9991851,0.00009164235,0.0002050578,0.0003259859,0.00006248045,0.0001297618],"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":[0.0005311177,0.0001163327,0.04534719,0.00003295852,0.00008788309,0.000009021262,0.0000607706,0.00001682904,0.9471178,0.0003758104,0.00005145106,0.006252819],"study_design_scores_gemma":[0.002261344,0.00744937,0.153751,0.0000164186,0.0000409163,0.0007672784,0.0002263794,0.0005965806,0.8098764,0.003888403,0.02016529,0.0009606252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964214,0.002313287,0.00007168571,0.0003315405,0.0001074028,0.0003515867,0.0001074699,0.00003473066,0.0002609145],"genre_scores_gemma":[0.9973722,0.001230943,0.000510634,0.0002536908,0.0001123915,0.00003210053,0.0003667228,0.00001882557,0.0001024698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1372414,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489781066853073,"score_gpt":0.2432611061794923,"score_spread":0.2283632955109615,"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."}}