{"id":"W7125653048","doi":"10.18280/ijsdp.201239","title":"Multi-Criteria Decision Analysis Approach to the Assessment of the Utilization Pathway of Hermentia Illucens Oil as an Environmentally Friendly Raw Material","year":2025,"lang":"","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Biochemical and biochemical processes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmentally friendly; Raw material; Hermetia illucens; Decision analysis; Production (economics); Life-cycle assessment; Multiple-criteria decision analysis","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":[0.007846585,0.002297864,0.003041155,0.004950771,0.001177514,0.005147676,0.002045473,0.002459721,0.002639389],"category_scores_gemma":[0.00521911,0.001219005,0.004040468,0.002507898,0.001209765,0.00141951,0.001999104,0.001963352,0.0001721938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004376419,"about_ca_system_score_gemma":0.004855931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01249553,"about_ca_topic_score_gemma":0.01068691,"domain_scores_codex":[0.9957519,0.002539616,0.0002375555,0.0003633458,0.0007762988,0.0003313735],"domain_scores_gemma":[0.9954681,0.003488847,0.0002838671,0.00006102428,0.0004692928,0.0002287731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002247582,0.0002383665,0.001021387,0.0003441908,0.0003306697,0.0001829908,0.00009006833,0.9790151,0.002135282,0.003778235,0.0002274585,0.01241162],"study_design_scores_gemma":[0.00003015249,0.0003561754,0.0004599361,0.00004467734,0.0001050821,0.00002662542,0.000122515,0.9940948,0.0007360809,0.003636077,0.0003591278,0.00002874856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3364531,0.00340779,0.6466888,0.0009341746,0.0001505074,0.001222922,0.0008421669,0.0001962867,0.0101043],"genre_scores_gemma":[0.8889834,0.0007687168,0.1072472,0.00009498366,0.00003095073,0.0006211728,0.0003451551,0.00002431337,0.001884156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01249553,"threshold_uncertainty_score":0.04149717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113188136554916,"score_gpt":0.2920001573466787,"score_spread":0.2806813436911871,"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."}}