{"id":"W7161763400","doi":"10.82308/51301","title":"Production and biodegradation of dissolved carbon, nitrogen and phosphorus from Canadian forest floors","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissolved organic carbon; Biodegradation; Organic matter; Nitrogen; Ammonium; Nutrient; Phosphorus; Nitrate; Soil organic matter","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002034813,0.0008363122,0.0003779054,0.0007688628,0.001415317,0.0008552375,0.0003208674,0.0002656231,0.0005378634],"category_scores_gemma":[0.0002997941,0.000280216,0.0003175908,0.0009464668,0.0004587504,0.0002585099,0.0003696207,0.0003849189,0.0001418285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006878939,"about_ca_system_score_gemma":0.007720418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9022539,"about_ca_topic_score_gemma":0.9367204,"domain_scores_codex":[0.999582,0.000009824863,0.00001605335,0.0001062022,0.000151177,0.000134738],"domain_scores_gemma":[0.9997343,0.00001885556,0.00003423071,0.000007567538,0.0001364309,0.00006860575],"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":[0.0007386174,0.0001034142,0.08036251,0.0002885644,0.00004353709,0.0002838775,0.0006357302,0.0006879817,0.9001529,0.0001414352,0.0003295457,0.01623193],"study_design_scores_gemma":[0.00001892512,0.000456246,0.7445918,0.00003570812,0.00007335506,0.0001981745,0.0009682721,0.001690791,0.2463977,0.00007373521,0.005442616,0.00005268095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960635,0.0006637779,0.0002277708,0.00002437659,0.000005807219,0.00002663072,0.001461067,0.000007637035,0.001519405],"genre_scores_gemma":[0.9863007,0.001318605,0.002463678,0.00004641158,0.00000488389,0.00004062286,0.004292793,0.00001572734,0.005516449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09774613,"threshold_uncertainty_score":0.1966435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00491236904575511,"score_gpt":0.1807451935127109,"score_spread":0.1758328244669558,"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."}}