{"id":"W4401308005","doi":"10.1093/ismeco/ycae100","title":"High Arctic seawater and coastal soil microbiome co-occurrence and composition structure and their potential hydrocarbon biodegradation","year":2024,"lang":"en","type":"article","venue":"ISME Communications","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Canadian Institute of Mining, Metallurgy and Petroleum; McGill University","funders":"Natural Resources Canada; Fisheries and Oceans Canada; Polar Knowledge Canada","keywords":"Arctic; Metagenomics; Sediment; Microbial population biology; Environmental science; Intertidal zone; Ecology; Habitat; Tundra; Ecosystem; Arctic ecology; Oceanography; Geology; Biology; Paleontology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009505372,0.0001210817,0.0000970844,0.00004701054,0.0002754447,0.0001335817,0.0001501426,0.00006869171,0.0001053959],"category_scores_gemma":[0.000002083922,0.00009281647,0.00001550682,0.0001217588,0.0004618886,0.0001869877,0.0003169255,0.0002103083,0.0000133935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002587648,"about_ca_system_score_gemma":0.00000563535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004957856,"about_ca_topic_score_gemma":0.00009776378,"domain_scores_codex":[0.9993639,0.00009312092,0.0001389263,0.000217866,0.0000633711,0.0001228219],"domain_scores_gemma":[0.9994999,0.00006539328,0.00003532473,0.0003251377,0.000005813409,0.00006844391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002192723,0.000100056,0.004806758,0.0001233607,0.0001071333,0.000004197957,0.005253688,0.0003961494,0.9653094,0.001420854,0.0004891237,0.02196729],"study_design_scores_gemma":[0.004653233,0.0009262917,0.1769931,0.001275623,0.0009284823,0.002350178,0.002485755,0.5667862,0.09410767,0.09668724,0.04896855,0.00383764],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952602,0.001634846,0.0003034527,0.002074925,0.00007284382,0.0001465386,0.0003324921,0.00003905849,0.0001356217],"genre_scores_gemma":[0.997049,0.001138135,0.0008417097,0.00006870661,0.00001120027,0.000006339411,0.0008291358,0.000007935158,0.00004785814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8712018,"threshold_uncertainty_score":0.3784946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008883098656370688,"score_gpt":0.2232706958573048,"score_spread":0.2143875972009341,"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."}}