{"id":"W7015517479","doi":"","title":"Soil drainage and vegetation control of nitrogen transformation in forest soils, southern Quebec.","year":2009,"lang":"en","type":"article","venue":"Lancaster EPrints (Lancaster University)","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nitrification; Soil water; Beech; Nitrogen cycle; Mineralization (soil science); Aceraceae; Plant litter; Drainage; Water content; Transect","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001081342,0.0001248275,0.0001951181,0.00006509004,0.00004245498,0.00002425902,0.0001311683,0.00009192933,0.00003529238],"category_scores_gemma":[0.000004587355,0.00007061508,0.00006321128,0.0002542927,0.00004191479,0.0002142904,0.00001966384,0.00009170626,0.00001991638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003432142,"about_ca_system_score_gemma":0.000007204936,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008672781,"about_ca_topic_score_gemma":0.02943631,"domain_scores_codex":[0.9992452,0.00007256932,0.0001708986,0.0001942154,0.0001179735,0.0001991209],"domain_scores_gemma":[0.9997109,0.00004032989,0.00008594918,0.00005799829,0.00004075032,0.00006411152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006270987,0.0002114379,0.8716923,0.00005730473,0.00004418841,0.00006596215,0.003186399,0.00001978827,0.02072001,0.005156964,0.000003507348,0.09821504],"study_design_scores_gemma":[0.001098551,0.0001197193,0.9898198,0.00003956322,0.00002041669,0.000007655573,0.001310838,0.005710017,0.0003736352,0.00105014,0.0002924821,0.0001571393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934503,0.00003371963,0.0001638565,0.0002930881,0.00002268334,0.0001713665,0.00001935091,0.00002124449,0.005824347],"genre_scores_gemma":[0.9994525,0.000007516626,0.00002245111,0.0001450486,0.00002979208,4.948391e-7,0.00002445491,0.000001058049,0.0003166694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1181275,"threshold_uncertainty_score":0.988274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00790751943500792,"score_gpt":0.1714148902575313,"score_spread":0.1635073708225234,"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."}}