{"id":"W4402596013","doi":"10.1186/s40793-024-00616-y","title":"Metagenomic survey reveals hydrocarbon biodegradation potential of Canadian high Arctic beaches","year":2024,"lang":"en","type":"article","venue":"Environmental Microbiome","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Resources Canada; Fisheries and Oceans Canada; Polar Knowledge Canada","keywords":"Metagenomics; Biodegradation; Arctic; Hydrocarbon; The arctic; Environmental science; Geology; Oceanography; Biology; Ecology; Chemistry; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001941393,0.0006430461,0.0004723602,0.001879448,0.001445635,0.0009577496,0.0003081555,0.0003926988,0.000776216],"category_scores_gemma":[0.0003764763,0.0001835163,0.0005788099,0.002678079,0.0002696017,0.0002348985,0.0005560733,0.000350475,0.0002340863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662756,"about_ca_system_score_gemma":0.00329503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3917786,"about_ca_topic_score_gemma":0.5315068,"domain_scores_codex":[0.9995955,0.00001037964,0.00001444664,0.0001040965,0.000163081,0.0001125029],"domain_scores_gemma":[0.9996966,0.00001980752,0.00003875329,0.0000104647,0.0001852839,0.00004905953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005118357,0.00010953,0.240733,0.0004706213,0.0001694993,0.000458909,0.00108465,0.0006701321,0.7342328,0.000130258,0.0006934753,0.02073525],"study_design_scores_gemma":[0.00000996262,0.0002143552,0.9448452,0.00006277587,0.0002236332,0.0004282942,0.002507172,0.001775978,0.04266999,0.00005911415,0.00716432,0.00003920442],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886554,0.0008462722,0.0005985901,0.00007952861,0.000009211514,0.00004124867,0.008514836,0.00003177938,0.001223092],"genre_scores_gemma":[0.9748403,0.001761672,0.004679612,0.0001584436,0.00001156135,0.00006408137,0.01586526,0.0000299743,0.002589114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6082214,"threshold_uncertainty_score":0.7789963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009221355255721075,"score_gpt":0.1838818682542734,"score_spread":0.1746605129985524,"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."}}