{"id":"W4407557304","doi":"10.5376/jeb.2024.15.0030","title":"Potential and Application Prospects of Sorghum as a Bioenergy Crop","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Bioscience","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cellulosic ethanol; Production (economics); Ethanol fuel; Biofuel; Pulp and paper industry; Business; Biotechnology; Economics; Chemistry; Engineering; Cellulose; Biology; Microeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004130351,0.0002521533,0.0001636843,0.0004273028,0.0003860899,0.001014033,0.0002063331,0.0004687526,0.002020565],"category_scores_gemma":[0.0001625773,0.00008519136,0.0002157152,0.0007568735,0.0002731028,0.0005519352,0.000493433,0.0002239278,0.0005043708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000343209,"about_ca_system_score_gemma":0.0005412163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000527214,"about_ca_topic_score_gemma":0.001208354,"domain_scores_codex":[0.9999118,0.00002935989,0.000006756026,0.00001852496,0.00001754306,0.00001596994],"domain_scores_gemma":[0.999926,0.00001609576,0.00001011048,0.000008277948,0.00002188055,0.00001756886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005471905,0.0001425361,0.01782158,0.001092163,0.00006340642,0.00205754,0.000508152,0.002485261,0.6964034,0.02563827,0.001471053,0.2517694],"study_design_scores_gemma":[0.00005810658,0.002701656,0.04234089,0.0009683942,0.0003715215,0.005479119,0.005559572,0.006804637,0.2895603,0.03231461,0.6137502,0.00009108989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7335456,0.1620853,0.02067278,0.005662376,0.0002817342,0.00005428498,0.0004050814,0.0001077069,0.07718514],"genre_scores_gemma":[0.9302859,0.05639377,0.008713664,0.0003174562,0.00005468283,0.00002109402,0.0002442131,0.00001099251,0.00395823],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002020565,"threshold_uncertainty_score":0.006759465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003670405842560876,"score_gpt":0.2005861620929669,"score_spread":0.196915756250406,"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."}}