{"id":"W4414014444","doi":"10.1099/mic.0.001604","title":"Microbial Primer: Biosurfactants – the ABCs of microbial surface-active metabolites","year":2025,"lang":"en","type":"review","venue":"Microbiology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microbial ecology; Biology; Bacteria; Amphiphile; Microorganism; Supramolecular chemistry; Archaea; Chemistry; Computational biology; Biochemistry; Microbiology; Organic chemistry; Genetics; Molecule","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":[0.0003329383,0.0009532302,0.0007510612,0.002295069,0.0002390793,0.001288545,0.0007171332,0.001252501,0.005429013],"category_scores_gemma":[0.0005177694,0.0002530584,0.0003810239,0.002433892,0.0003633716,0.001818741,0.0007727841,0.001983518,0.005094218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006080116,"about_ca_system_score_gemma":0.0007764265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005503839,"about_ca_topic_score_gemma":0.0008982877,"domain_scores_codex":[0.9998671,0.00001919698,0.00001600017,0.00002880133,0.00004942059,0.0000194222],"domain_scores_gemma":[0.9998083,0.00006727903,0.00003166286,0.000007546504,0.00006094813,0.00002431601],"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":[0.00006506983,0.00007092667,0.0001001933,0.0147557,0.00005828451,0.000177219,0.00007285654,0.000296788,0.007483324,0.01481359,0.05918302,0.902923],"study_design_scores_gemma":[0.000004151486,0.00003438156,0.0001556722,0.001068569,0.00002350155,0.000448709,0.00001702426,0.00003863584,0.000838849,0.001242948,0.9961205,0.000007091092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000184083,0.9946536,0.0006442727,0.0005473709,0.0007308479,0.00001179079,0.00006218615,0.00002140711,0.003144434],"genre_scores_gemma":[0.001532709,0.9924523,0.0006195271,0.0007354523,0.0005229624,0.00002143575,0.0001698508,0.000006555496,0.003939227],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005429013,"threshold_uncertainty_score":0.01816183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762018075264334,"score_gpt":0.2706841974864579,"score_spread":0.2530640167338146,"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."}}