{"id":"W2740260912","doi":"10.3390/md15080235","title":"Investigating the Biosynthesis of Natural Products from Marine Proteobacteria: A Survey of Molecules and Strategies","year":2017,"lang":"en","type":"review","venue":"Marine Drugs","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proteobacteria; Phylum; Biology; Computational biology; Marine bacteriophage; Bacteria; Secondary metabolism; Genome; Genetics; Gene; Biosynthesis; 16S ribosomal RNA","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":[0.0003963855,0.0007533855,0.001031906,0.003038615,0.000307807,0.0008852695,0.0005781685,0.0007288227,0.002657502],"category_scores_gemma":[0.0004269909,0.0003605462,0.0004876326,0.002541146,0.0004163244,0.001541117,0.0006904721,0.001302664,0.001473033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005409693,"about_ca_system_score_gemma":0.0009215794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000788243,"about_ca_topic_score_gemma":0.001437085,"domain_scores_codex":[0.9998586,0.00001673708,0.00001728597,0.00002851227,0.00006269922,0.00001611621],"domain_scores_gemma":[0.9997962,0.00008418493,0.0000341195,0.000006397361,0.00005386489,0.0000252264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007669711,0.0001108691,0.0003439826,0.02415447,0.0001054888,0.0003803968,0.0001142095,0.0008118785,0.01213126,0.005655927,0.01093916,0.9451756],"study_design_scores_gemma":[0.00001494356,0.0001763559,0.0009814694,0.002957539,0.0001167406,0.001318722,0.0001005872,0.0001807085,0.0036729,0.002191749,0.9882584,0.00002994049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003770755,0.9978248,0.0002306662,0.0001383238,0.00007117699,0.000005877109,0.00002422698,0.000007105989,0.00132077],"genre_scores_gemma":[0.0009933038,0.9981393,0.0002507427,0.00009453607,0.00004447535,0.000005033105,0.00003207636,0.000001307563,0.0004393905],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003038615,"threshold_uncertainty_score":0.008890212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05830197864298401,"score_gpt":0.3122588831241762,"score_spread":0.2539569044811921,"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."}}