{"id":"W4394697567","doi":"10.5376/jeb.2024.15.0002","title":"Sustainable Development Strategy of Bioenergy and Global Energy Transformation","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Bioscience","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioenergy; Sustainable development; Transformation (genetics); Natural resource economics; Sustainable energy; Business; Environmental science; Agroforestry; Environmental economics; Biofuel; Renewable energy; Economics; Engineering; Ecology; Biology; Waste management","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":[0.001733933,0.0009782782,0.0004452144,0.001544383,0.001319798,0.003883899,0.0009574645,0.002518276,0.006688925],"category_scores_gemma":[0.001256442,0.0001746959,0.0004750249,0.00179982,0.001942298,0.002571061,0.003429835,0.002471327,0.002670271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004444437,"about_ca_system_score_gemma":0.01703161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006388508,"about_ca_topic_score_gemma":0.007604639,"domain_scores_codex":[0.99855,0.000383888,0.00007622765,0.0001370399,0.0006339359,0.0002188432],"domain_scores_gemma":[0.9995309,0.00004419868,0.00004306018,0.00004513542,0.0002713722,0.00006533613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009658295,0.00003430373,0.000307769,0.0004346249,0.00002693815,0.0001577661,0.0003051919,0.0008309884,0.0009509963,0.8547141,0.04628225,0.09594538],"study_design_scores_gemma":[0.000005305051,0.00002056001,0.000325068,0.0005273379,0.000009970116,0.0001103203,0.0003509762,0.0003172385,0.0005350327,0.1072557,0.8905333,0.000009176611],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005093551,0.05345476,0.03508924,0.06974267,0.003454037,0.0004580813,0.0006516655,0.0002658995,0.8317901],"genre_scores_gemma":[0.2989388,0.188347,0.09357488,0.04338365,0.001281109,0.001807424,0.002153162,0.0002453812,0.3702686],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006688925,"threshold_uncertainty_score":0.03224677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252089088953536,"score_gpt":0.2738642337353827,"score_spread":0.2613433428458473,"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."}}