{"id":"W2123416613","doi":"10.1111/j.1462-2920.2011.02679.x","title":"Abundance of microbial genes associated with nitrogen cycling as indices of biogeochemical process rates across a vegetation gradient in Alaska","year":2012,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":464,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biogeochemical cycle; Biology; Abundance (ecology); Vegetation (pathology); Nitrogen cycle; Cycling; Ecology; Nitrogen; Forestry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003362774,0.0002175709,0.0004025692,0.00004930629,0.00009988307,0.000002627093,0.0003199227,0.0002639621,0.0006395599],"category_scores_gemma":[0.00003435691,0.0001991701,0.00006558977,0.0001765645,0.001350927,0.0001543275,0.0002466985,0.0002526492,0.00007834384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517797,"about_ca_system_score_gemma":0.00001141078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001339511,"about_ca_topic_score_gemma":0.0005473363,"domain_scores_codex":[0.9984214,0.0002884087,0.0004300282,0.0002758125,0.00005348214,0.0005309138],"domain_scores_gemma":[0.9991776,0.0001817137,0.0003912731,0.0001938544,0.000003859943,0.0000516975],"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":[0.00009544078,0.0004171925,0.457083,0.00001092662,0.00002921902,7.990217e-7,0.001763581,0.000145414,0.5403736,0.000002110263,0.000009268967,0.00006941303],"study_design_scores_gemma":[0.0007503301,0.0003132047,0.2353783,0.0000479452,0.00002339912,0.00004595982,0.0004583213,0.000007196745,0.7624182,0.000190723,0.0001447189,0.0002217641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990555,0.0003623423,0.000003628346,0.00002447965,0.00007504832,0.000260504,0.0001306373,0.00000966603,0.00007819447],"genre_scores_gemma":[0.999195,0.00004588038,0.0001525662,0.0001161757,0.00001537843,0.00001806439,0.0004271277,0.00001637457,0.00001341654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2220445,"threshold_uncertainty_score":0.8121921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006842482831528311,"score_gpt":0.2381733589992185,"score_spread":0.2313308761676902,"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."}}