{"id":"W4416209971","doi":"10.3390/recycling10060209","title":"Closing the Loop: How Regenerative Robust Gasification Enhances Recycling and Supply Chain Resilience","year":2025,"lang":"en","type":"article","venue":"Recycling","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Greenhouse gas; Tonne; Biogas; Raw material; Renewable energy; Anaerobic digestion; Procurement; Supply chain; Industrial ecology; Process (computing)","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":[0.001194893,0.000734792,0.000431069,0.0006365333,0.0005216236,0.002360263,0.001030745,0.000992964,0.004388249],"category_scores_gemma":[0.003587937,0.0002692506,0.0006115941,0.0005292701,0.001263808,0.003305613,0.00162334,0.0007062848,0.000511208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001258232,"about_ca_system_score_gemma":0.001003041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002485285,"about_ca_topic_score_gemma":0.002370846,"domain_scores_codex":[0.9994117,0.00013633,0.00002300835,0.0001524426,0.0001126443,0.0001639372],"domain_scores_gemma":[0.9990772,0.0003542069,0.0001840859,0.0001649436,0.0001285233,0.00009100413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007041178,0.000305459,0.01007964,0.0007224892,0.000189555,0.0004958427,0.0003061414,0.6797637,0.1312273,0.05969997,0.001988517,0.1145171],"study_design_scores_gemma":[0.0001069313,0.001538589,0.007131111,0.0002187338,0.0002682826,0.0003166531,0.000783162,0.6912974,0.1661619,0.112257,0.01976106,0.0001593722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8581102,0.001999154,0.111447,0.00152441,0.0001432854,0.0001224136,0.0004778597,0.00173949,0.02443604],"genre_scores_gemma":[0.9928894,0.0002698608,0.005781616,0.00008378094,0.00000905554,0.00002220823,0.0000766908,0.00005839701,0.000808882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004388249,"threshold_uncertainty_score":0.01468015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089906734217585,"score_gpt":0.2226747123607089,"score_spread":0.211775645018533,"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."}}