{"id":"W1982204602","doi":"10.2174/1872215611307010005","title":"Recent Patents on Genetic Modification of Plants and Microbes for Biomass Conversion to Biofuels","year":2013,"lang":"en","type":"review","venue":"Recent Patents on DNA & Gene Sequences","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Genome Canada","keywords":"Cellulosic ethanol; Biofuel; Biomass (ecology); Hemicellulose; Lignocellulosic biomass; Pulp and paper industry; Lignin; Cellulose; Biotechnology; Biomass to liquid; Bioenergy; Renewable energy; Environmental science; Biochemical engineering; Chemistry; Agronomy; Biology; Engineering; Biochemistry; Organic chemistry; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006325241,0.000798386,0.0004747912,0.001230069,0.0002468948,0.001017823,0.0006796291,0.001033675,0.01665491],"category_scores_gemma":[0.0006994635,0.0002130011,0.0006406973,0.001719063,0.0003077771,0.001595204,0.0004573722,0.001014482,0.005074482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008452394,"about_ca_system_score_gemma":0.000747303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005689608,"about_ca_topic_score_gemma":0.0006965233,"domain_scores_codex":[0.9996116,0.00002999309,0.00003054451,0.00005085848,0.0002105653,0.00006657831],"domain_scores_gemma":[0.9996431,0.0000928213,0.00008453218,0.00002765123,0.00008900637,0.00006290458],"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":[0.0002151028,0.0001648836,0.0003237161,0.004120464,0.0000601412,0.001088693,0.0001125836,0.0008847618,0.1345088,0.01614911,0.04564828,0.7967234],"study_design_scores_gemma":[0.00002145351,0.0003206416,0.0005512173,0.0002490747,0.00005669427,0.001213754,0.00003041405,0.0002058032,0.02862916,0.002353891,0.9663466,0.0000213436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02769509,0.7661266,0.01377416,0.009475405,0.005890257,0.0001943637,0.001116997,0.0005058016,0.1752214],"genre_scores_gemma":[0.08576293,0.7547562,0.006920241,0.003970727,0.004068374,0.0001688773,0.001908879,0.000123567,0.1423202],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01665491,"threshold_uncertainty_score":0.05571622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09575914297280758,"score_gpt":0.2938230621371959,"score_spread":0.1980639191643883,"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."}}