{"id":"W2053328275","doi":"10.1111/j.1467-7652.2009.00493.x","title":"The role of plant biotechnology in bio‐energy production","year":2010,"lang":"en","type":"editorial","venue":"Plant Biotechnology Journal","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biofuel; Biotechnology; Biomass (ecology); Petrochemical; Fossil fuel; Renewable energy; Biochemical engineering; Production (economics); Energy source; Biology; Natural resource economics; Waste management; Engineering; Ecology; 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":[0.001354331,0.000403211,0.0003393337,0.0005193229,0.000617479,0.002541148,0.0006443596,0.001761222,0.002289324],"category_scores_gemma":[0.0006541683,0.000272516,0.0003566755,0.0006297679,0.003063421,0.003151716,0.001312136,0.002548727,0.001509118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001912485,"about_ca_system_score_gemma":0.001124282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006972396,"about_ca_topic_score_gemma":0.0005402788,"domain_scores_codex":[0.9995228,0.0001304969,0.00001979573,0.0001148385,0.000151515,0.00006053525],"domain_scores_gemma":[0.9994604,0.0002676105,0.00008120565,0.00006279361,0.00006763241,0.00006022629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002057873,0.0002086418,0.001484231,0.003396492,0.00005409951,0.0006797744,0.0005920269,0.006153122,0.1532915,0.5564007,0.008241509,0.2692921],"study_design_scores_gemma":[0.00002977119,0.0004699801,0.002034454,0.0008699605,0.00003550327,0.0007662668,0.0004079776,0.003924103,0.06649158,0.2560276,0.6688549,0.00008795552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.06213049,0.6612709,0.08278039,0.04994971,0.002301613,0.00007252775,0.0002597534,0.0003686218,0.1408662],"genre_scores_gemma":[0.5073069,0.4389179,0.03012991,0.004762917,0.001264417,0.0001204631,0.0001615311,0.00009567098,0.01724036],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.002541148,"threshold_uncertainty_score":0.01387614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00307270827473685,"score_gpt":0.1722753444811974,"score_spread":0.1692026362064606,"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."}}