{"id":"W2479249497","doi":"10.2136/sssaspecpub62.2014.0043","title":"Characterizing the Labile Fraction of Dissolved Organic Matter in Leaf Leachates: Methods, Indicators, Structure, and Complexity","year":2015,"lang":"en","type":"book-chapter","venue":"SSSA special publication series","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Lability; Leachate; Organic matter; Leaching (pedology); Environmental chemistry; Environmental science; Nutrient; Chemistry; Ecology; Soil science; Biology; Soil water; Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004037807,0.0002397916,0.0003374772,0.0001348297,0.000112785,0.00009304712,0.0002986717,0.0002292055,0.00455698],"category_scores_gemma":[0.00005331872,0.0001854005,0.00004309832,0.0001600798,0.0006578726,0.0006160185,0.0002936619,0.0003414436,0.00009964775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121081,"about_ca_system_score_gemma":0.00002587546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001205248,"about_ca_topic_score_gemma":0.0001492126,"domain_scores_codex":[0.9985915,0.0000791059,0.0004405689,0.0003809921,0.0003226725,0.000185105],"domain_scores_gemma":[0.9989495,0.00004671695,0.0004918809,0.00039579,0.00004178542,0.00007436496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004117261,0.0001846563,0.669037,0.0002058604,0.0001601303,0.000002903651,0.008485958,0.000004954855,0.002767466,0.1966599,0.03714814,0.08493132],"study_design_scores_gemma":[0.0002216878,0.00004174979,0.1809607,0.00002666931,0.00002874881,0.000008470968,0.0002477143,0.00001556423,0.0005489088,0.223306,0.5942684,0.0003254038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3300232,0.0005737758,0.0008062232,0.01913565,0.002122476,0.003199195,0.001239415,0.0002436352,0.6426564],"genre_scores_gemma":[0.788499,0.00119326,0.01135376,0.002654663,0.005026618,0.0001669282,0.00673808,0.0004775558,0.1838901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5571203,"threshold_uncertainty_score":0.996353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935783639545761,"score_gpt":0.262926789077338,"score_spread":0.2335689526818804,"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."}}