{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001136759,0.0003249386,0.0001273821,0.0003271411,0.0000961785,0.0001787349,0.0001113353,0.0001739054,0.001505556],"category_scores_gemma":[0.000174574,0.00008024885,0.0002345724,0.0003995632,0.0002285773,0.0003453084,0.0001975614,0.0002433027,0.0003307255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002141892,"about_ca_system_score_gemma":0.0001560645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007514857,"about_ca_topic_score_gemma":0.0008260541,"domain_scores_codex":[0.9999578,0.00000697211,0.000002879341,0.00001007154,0.00001409638,0.0000081723],"domain_scores_gemma":[0.9998995,0.00003459892,0.00003617395,0.000005885046,0.00001305256,0.00001077566],"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":[0.0004570984,0.0000352698,0.004518452,0.001030535,0.0000478308,0.0004280668,0.00006313906,0.01798347,0.927841,0.00229928,0.0002474494,0.04504846],"study_design_scores_gemma":[0.00005996517,0.001268666,0.02737444,0.0001680155,0.0001720035,0.001506246,0.000295236,0.06472713,0.8694847,0.006945161,0.02790836,0.00009009877],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9403218,0.0227432,0.02656991,0.0002862781,0.00005598085,0.00004205158,0.001338491,0.0001173314,0.008524956],"genre_scores_gemma":[0.9822344,0.008236057,0.007959846,0.00005839504,0.00001541877,0.00002765986,0.0005171513,0.00001376383,0.0009373648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001505556,"threshold_uncertainty_score":0.005036592,"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."}}