{"id":"W2153866598","doi":"10.1128/aem.06132-11","title":"Factors Driving Potential Ammonia Oxidation in Canadian Arctic Ecosystems: Does Spatial Scale Matter?","year":2011,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Environmental chemistry; Soil water; Nitrogen cycle; Arctic; Edaphic; Ecology; Environmental science; Ecosystem; Autotroph; Chemistry; Biology; Nitrogen; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001167368,0.0003395666,0.0004638872,0.001548559,0.002299994,0.001554143,0.0007177017,0.0004137949,0.0008685576],"category_scores_gemma":[0.002813639,0.0002826508,0.000580972,0.002677281,0.001423498,0.0007555179,0.001117724,0.0003619339,0.00009213787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007075045,"about_ca_system_score_gemma":0.009657543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9288089,"about_ca_topic_score_gemma":0.9660246,"domain_scores_codex":[0.9990872,0.00009696754,0.00004333461,0.0002995974,0.0002022377,0.0002706069],"domain_scores_gemma":[0.9974865,0.0004731668,0.0005493122,0.0001522407,0.001078799,0.0002599999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006619422,0.00001042728,0.986231,0.00005729845,0.0001335972,0.00007192301,0.0008381064,0.0005525544,0.003278066,0.000234674,0.0002748852,0.008251143],"study_design_scores_gemma":[8.688052e-7,0.000003809666,0.9983795,0.000006620653,0.0000187674,0.00001439718,0.0007197481,0.0003569831,0.00008199062,0.00005727401,0.0003532548,0.000006830294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953695,0.0009037514,0.0006664423,0.0003190496,0.00001206902,0.00001097,0.0007722348,0.00001845365,0.001927417],"genre_scores_gemma":[0.9987252,0.0002895592,0.0003880633,0.00005835559,0.000006589825,0.000006597943,0.000303805,0.000005814696,0.0002159376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07119113,"threshold_uncertainty_score":0.1432207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00522385481952839,"score_gpt":0.1578652563620338,"score_spread":0.1526414015425054,"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."}}