{"id":"W7097852151","doi":"","title":"Acknowledgements:","year":2003,"lang":"en","type":"article","venue":"","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biorefinery; Commercialization; Production (economics); Raw material; Agriculture; Biomass (ecology)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001116579,0.00003420558,0.00003418485,0.000001495724,0.00006093612,0.00001440646,0.00004789268,0.00002038233,0.04688048],"category_scores_gemma":[0.00005490765,0.000009512025,0.00001904557,0.00006391293,0.00001167046,0.00003637063,0.00001017097,0.00001859884,0.001389119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001491436,"about_ca_system_score_gemma":0.000004136635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001774526,"about_ca_topic_score_gemma":0.00008478497,"domain_scores_codex":[0.9997019,0.00001930198,0.00005877632,0.0000886714,0.00002895041,0.0001024656],"domain_scores_gemma":[0.9998752,0.00002111181,0.000006899676,0.0000149821,0.00004863925,0.00003309678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007362498,0.0003123769,0.1475547,0.00000830077,0.00002178272,0.000002627864,0.0001190977,3.808234e-7,0.006020002,0.08031665,0.0840654,0.6815714],"study_design_scores_gemma":[0.00002562855,0.00001828331,0.03955215,3.852499e-7,4.693145e-7,3.702778e-7,0.0003256269,5.500448e-7,0.002083858,0.002824018,0.9551196,0.00004910296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7653108,0.00003206886,0.00001383578,0.0008302943,0.0001300397,0.00008292475,5.394189e-7,0.00004213228,0.2335574],"genre_scores_gemma":[0.9790769,0.00000447564,0.0004131102,0.000931625,0.0000326142,0.00001013502,0.000003320538,8.939742e-8,0.01952772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8710542,"threshold_uncertainty_score":0.9993884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286876381670351,"score_gpt":0.201849724145703,"score_spread":0.1889809603289995,"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."}}