{"id":"W4391780586","doi":"10.3390/applmicrobiol4010026","title":"Utilizing a Metagenome Assembled Genome Approach Revealed Further Insights into Microbially Mediated Heavy-Metal Resistance in Soils from a Former Nuclear Materials Production Facility","year":2024,"lang":"en","type":"article","venue":"Applied Microbiology","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Metagenomics; Soil water; Resistance (ecology); Earth science; Production (economics); Environmental science; Materials science; Geology; Biology; Soil science; Ecology; Genetics; Gene","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":[0.0002792983,0.0006093024,0.0005537238,0.001100271,0.0004937309,0.000786771,0.0003755107,0.0005045451,0.0009061326],"category_scores_gemma":[0.0004597566,0.0002276492,0.00106251,0.001121039,0.0001314183,0.0004607082,0.0005655382,0.0006492535,0.000393084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000356201,"about_ca_system_score_gemma":0.0009335543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004700223,"about_ca_topic_score_gemma":0.00856279,"domain_scores_codex":[0.9997239,0.00002432402,0.00002058595,0.00009340532,0.00007625701,0.00006145683],"domain_scores_gemma":[0.9998287,0.00002545123,0.00002962296,0.00001840997,0.00006161856,0.00003607661],"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":[0.0003381741,0.000117114,0.03348197,0.0003434941,0.0001294137,0.0005633499,0.0003542947,0.001467634,0.9409424,0.0002818914,0.0003068798,0.02167328],"study_design_scores_gemma":[0.00004927885,0.001234801,0.6619102,0.0002303484,0.0008371989,0.002920118,0.003131575,0.02404821,0.2770117,0.001199568,0.02725438,0.0001726571],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977211,0.0007286228,0.01203815,0.000152784,0.00003614884,0.00006275173,0.008396117,0.0001737288,0.00120073],"genre_scores_gemma":[0.9370208,0.0009798885,0.03259342,0.0001542689,0.00001747133,0.00008778559,0.02694843,0.0001029941,0.002095099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004700223,"threshold_uncertainty_score":0.00934571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353273123169661,"score_gpt":0.2239441203800377,"score_spread":0.2104113891483411,"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."}}