{"id":"W4413447559","doi":"10.1007/978-3-031-86934-1_14","title":"Prospects and Challenges in Implementing Circular Economy Practices for Advanced Biofuels","year":2025,"lang":"en","type":"book-chapter","venue":"Palgrave advances in bioeconomy: economics and policies","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre de Géomatique du Québec","funders":"","keywords":"Circular economy; Biofuel; Business; Economics; Engineering; Waste management; Biology; Ecology","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":[0.0222904,0.0005456855,0.0004666074,0.0008425352,0.003640177,0.01503926,0.003009615,0.01101322,0.01788925],"category_scores_gemma":[0.02419726,0.0004051933,0.0006602631,0.001703018,0.01421799,0.01668164,0.005791427,0.007510574,0.002290333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00861928,"about_ca_system_score_gemma":0.02240977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104371,"about_ca_topic_score_gemma":0.01400965,"domain_scores_codex":[0.9940023,0.00251567,0.0001669687,0.0005525197,0.001788372,0.0009742202],"domain_scores_gemma":[0.9852004,0.008783381,0.0005539218,0.001780947,0.002643548,0.001037812],"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":[0.00001095852,0.00004880871,0.00006289249,0.00005597018,0.000002592729,0.00002233967,0.0003126059,0.0007559045,0.0001021784,0.9582456,0.01519705,0.02518314],"study_design_scores_gemma":[0.00001937608,0.00004691536,0.0002266094,0.0003198955,0.000002739819,0.00004107189,0.001447759,0.001249452,0.0004188591,0.6238502,0.3723549,0.00002222165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01450535,0.02697095,0.04731262,0.3963625,0.004085924,0.0003281261,0.0001473152,0.0003609516,0.5099263],"genre_scores_gemma":[0.4406495,0.04555395,0.159756,0.0725311,0.002926863,0.001121523,0.0003643658,0.0005639648,0.2765328],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0222904,"threshold_uncertainty_score":0.1178843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853827727819806,"score_gpt":0.2630930081799447,"score_spread":0.2345547309017466,"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."}}