{"id":"W4405529614","doi":"10.1186/s12934-024-02589-6","title":"Bioprospecting secondary metabolites with antimicrobial properties from soil bacteria in high-temperature ecosystems","year":2024,"lang":"en","type":"article","venue":"Microbial Cell Factories","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Adama Science and Technology University","keywords":"Biology; Microbiology; Antimicrobial; Acinetobacter baumannii; Pseudomonas; Bacteria; Pseudomonas aeruginosa; Genetics","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":[0.0001490185,0.0005269282,0.0008143951,0.0002529476,0.0001627662,0.0005689927,0.0001817549,0.000319395,0.0006449064],"category_scores_gemma":[0.00003519239,0.0003381747,0.0001470646,0.0005471085,0.0001585164,0.0004213836,0.00009583726,0.0008117047,0.0000978583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001689873,"about_ca_system_score_gemma":0.0003038605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002710114,"about_ca_topic_score_gemma":0.001364322,"domain_scores_codex":[0.9977657,0.00006097406,0.0005352172,0.000896856,0.0001837246,0.0005575758],"domain_scores_gemma":[0.999215,0.00005447427,0.00009328227,0.0003772152,0.0001439591,0.000116069],"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":[0.0005143773,0.0001091002,0.001202901,0.001070847,0.0001418555,0.0001664513,0.001372058,0.000001316882,0.9919855,0.0000255351,0.003100998,0.0003090688],"study_design_scores_gemma":[0.0008690053,0.0001247503,0.001498664,0.001153168,0.0001495676,0.0000906967,0.0002825447,0.000003176417,0.967892,0.00001330104,0.0274436,0.0004795459],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892588,0.00587324,9.844188e-7,0.001051644,0.002075596,0.0006456811,0.0006575563,0.0002790479,0.0001573984],"genre_scores_gemma":[0.9941484,0.0002095016,0.0006246064,0.0002100898,0.001627188,0.000003845656,0.0004160047,0.0000965992,0.002663741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0243426,"threshold_uncertainty_score":0.999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007297756719882766,"score_gpt":0.1878179735728173,"score_spread":0.1805202168529346,"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."}}