{"id":"W1610941","doi":"10.1007/978-3-540-85465-4_8","title":"Metagenomics and Antibiotic Discovery from Uncultivated Bacteria","year":2008,"lang":"en","type":"book-chapter","venue":"Microbiology monographs","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Metagenomics; Computational biology; Biology; ENCODE; Isolation (microbiology); Gene; Cloning (programming); Biotechnology; Genetics; Bioinformatics; Computer science","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":[0.0001766892,0.0007187931,0.0006470522,0.0009421037,0.0002067315,0.0007606358,0.0005457555,0.0005634213,0.002422031],"category_scores_gemma":[0.0001336798,0.0004008795,0.0004625619,0.001287744,0.0004477251,0.001027376,0.00051729,0.001514747,0.001958291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004675406,"about_ca_system_score_gemma":0.0003555882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002402151,"about_ca_topic_score_gemma":0.0008785404,"domain_scores_codex":[0.999911,0.000008335097,0.000003602744,0.00001851738,0.00004939185,0.000009289909],"domain_scores_gemma":[0.9999605,0.00001767085,0.000004467731,0.000005679767,0.000005406569,0.000006302044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001450792,0.0001055876,0.0002046209,0.000882928,0.0000412758,0.0002560345,0.0001212075,0.001138871,0.6088359,0.01304032,0.01228437,0.3629437],"study_design_scores_gemma":[0.00002318801,0.0002922193,0.001995174,0.0002965991,0.00006328638,0.001483412,0.00008717652,0.001527422,0.4443066,0.02638155,0.5235026,0.00004069828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04854906,0.761653,0.09664465,0.003974094,0.002694294,0.0001471058,0.001450556,0.001044491,0.08384273],"genre_scores_gemma":[0.0993212,0.6273997,0.1080616,0.002313275,0.001647427,0.0002875856,0.002558228,0.0003914976,0.1580195],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002422031,"threshold_uncertainty_score":0.008102536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589240495087145,"score_gpt":0.2069889087732884,"score_spread":0.191096503822417,"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."}}