{"id":"W3157483040","doi":"10.1093/femsec/fiab065","title":"Prediction, enrichment and isolation identify a responsive, competitive community of cellulolytic microorganisms from a municipal landfill","year":2021,"lang":"en","type":"article","venue":"FEMS Microbiology Ecology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cellulose; Cellulase; Leachate; Metagenomics; Microorganism; Environmental science; Microbial population biology; Biomass (ecology); Pulp and paper industry; Biology; Environmental chemistry; Ecology; Chemistry; Bacteria","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":[0.0002732604,0.0006022634,0.0004381604,0.0006002417,0.000373732,0.0008217362,0.0002144258,0.0004160703,0.0003781201],"category_scores_gemma":[0.000451754,0.0001623595,0.0003290805,0.0007838655,0.0002060147,0.0003155617,0.0004592731,0.0002542924,0.0002137891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003071773,"about_ca_system_score_gemma":0.0006472092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750814,"about_ca_topic_score_gemma":0.005167414,"domain_scores_codex":[0.999647,0.0000333624,0.00002611682,0.00010648,0.0000978052,0.00008919365],"domain_scores_gemma":[0.9998147,0.00003764252,0.00004435322,0.00001410846,0.00004371746,0.00004553363],"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":[0.0002211773,0.000201058,0.08906468,0.00009861012,0.00003034911,0.0001789595,0.0002136334,0.001387556,0.8981922,0.00006289687,0.00009152252,0.01025745],"study_design_scores_gemma":[0.00003270716,0.0009716226,0.4972501,0.00003942524,0.0001393355,0.00087787,0.002246728,0.02079409,0.4751365,0.0002558313,0.002220467,0.00003535721],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987375,0.00005380328,0.0006382416,0.00001566301,0.000001129601,0.00001383582,0.0003805931,0.00001472093,0.000144619],"genre_scores_gemma":[0.994872,0.0001454109,0.003146953,0.00002169094,0.000003459965,0.00004183247,0.001326281,0.000007819089,0.0004344021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003750814,"threshold_uncertainty_score":0.007457912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01250412189545528,"score_gpt":0.2103712513314192,"score_spread":0.1978671294359639,"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."}}