{"id":"W2051973903","doi":"10.1089/ind.2007.3.133","title":"Agriculture and forestry for energy, chemicals, and materials: The road forward","year":2007,"lang":"en","type":"article","venue":"Industrial Biotechnology","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Plant Biotechnology Institute","funders":"","keywords":"Agriculture; Business; Natural resource economics; Commodity; Biomass (ecology); Chemical industry; Petroleum; Agricultural economics; Economics; Environmental science; Finance; Environmental engineering","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":[0.00340455,0.0006725454,0.0005124239,0.00055999,0.002954596,0.007128492,0.0008690038,0.01505434,0.03237218],"category_scores_gemma":[0.003019587,0.0003159627,0.0005182126,0.000872272,0.002213506,0.00473349,0.0022557,0.008818446,0.01928963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00197609,"about_ca_system_score_gemma":0.01920417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01394258,"about_ca_topic_score_gemma":0.02973005,"domain_scores_codex":[0.9975883,0.0002894619,0.00009971458,0.000158726,0.001469305,0.0003946207],"domain_scores_gemma":[0.9974424,0.0006464236,0.0001313093,0.0001817143,0.0008828648,0.0007153203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003138993,0.00007802524,0.0003445164,0.0002008594,0.000006020081,0.0001181012,0.0001736459,0.0001124071,0.0008227801,0.06260196,0.8391782,0.09633206],"study_design_scores_gemma":[0.000004234624,0.00001168664,0.0002527834,0.0001146621,0.000002507985,0.00003920668,0.0001215796,0.00002872112,0.00008259861,0.003866615,0.9954702,0.000005167044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001829788,0.03843388,0.002243961,0.6412168,0.047281,0.0001073132,0.0003335928,0.0004122619,0.2681414],"genre_scores_gemma":[0.01842936,0.03744763,0.01406984,0.3133574,0.008576139,0.0001398782,0.0006932751,0.0002511726,0.6070353],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03237218,"threshold_uncertainty_score":0.1082957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220960250687832,"score_gpt":0.2143222857720712,"score_spread":0.1921126832651929,"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."}}