{"id":"W4297895810","doi":"","title":"Comparing nitrogen fluxes in different cropping systems dedicated to lignocellulosic biomass production","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Lignocellulosic biomass; Biomass (ecology); Production (economics); Environmental science; Nitrogen; Agronomy; Agricultural engineering; Pulp and paper industry; Biofuel; Chemistry; Waste management; Engineering; Biology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002011163,0.0002634045,0.0003019477,0.0001980856,0.000234066,0.0003738983,0.0002266378,0.000363161,0.001397644],"category_scores_gemma":[0.0002702237,0.00009796254,0.0003235583,0.000521226,0.0001742676,0.0003835091,0.0001991778,0.0002609768,0.000174733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000571909,"about_ca_system_score_gemma":0.0004080713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084507,"about_ca_topic_score_gemma":0.01045289,"domain_scores_codex":[0.999909,0.00000950762,0.000004985456,0.00004413469,0.00001241232,0.00001995858],"domain_scores_gemma":[0.9998322,0.00005771593,0.00002294179,0.00001435994,0.00003311914,0.00003968365],"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":[0.005369716,0.0001904584,0.01481334,0.0002159428,0.0001282688,0.00009488394,0.00009702295,0.006336338,0.9622828,0.0002208404,0.0003606153,0.009889855],"study_design_scores_gemma":[0.0002797441,0.001558397,0.5824133,0.00002315533,0.0002594978,0.0001278627,0.0004085795,0.0347717,0.3758422,0.0008062187,0.003446264,0.0000630754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982082,0.00009678747,0.0004057749,0.00001230124,0.000008308453,0.000006193851,0.0006800137,0.00001672995,0.0005656792],"genre_scores_gemma":[0.9963279,0.0001089206,0.000989367,0.00002155902,0.000003739371,0.00003033448,0.001561048,0.00003507088,0.000922103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084507,"threshold_uncertainty_score":0.02156389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418183950603361,"score_gpt":0.2081419613643035,"score_spread":0.1839601218582699,"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."}}