{"id":"W4392576283","doi":"10.1016/j.rser.2024.114329","title":"Turquoise hydrogen and waste optimization: A Bi-objective closed-loop and sustainable supply chain model for a case in Mexico","year":2024,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Closed loop; Supply chain; Loop (graph theory); Waste management; Business; Hydrogen; Environmental science; Engineering; Operations management; Control engineering; Chemistry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016191,0.0003771424,0.0005621439,0.0002321013,0.000392826,0.0002626398,0.0001522537,0.0001265408,0.00008239553],"category_scores_gemma":[0.000110737,0.0003298476,0.00007839029,0.0007603905,0.0001561863,0.0006666174,0.0008517025,0.0001134078,0.000001536574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003838454,"about_ca_system_score_gemma":0.00006009676,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01026311,"about_ca_topic_score_gemma":0.001634331,"domain_scores_codex":[0.9972799,0.000170894,0.0004968622,0.0008474365,0.0001710627,0.001033828],"domain_scores_gemma":[0.9991615,0.000101614,0.00009329464,0.0003708405,0.00002849505,0.0002442578],"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":[0.00004463313,0.0000502361,0.000173141,0.001429691,0.00002896811,0.0009411671,0.001031945,0.977876,0.00001291491,0.01008277,0.002607155,0.005721346],"study_design_scores_gemma":[0.000523025,0.0001108997,0.000001720329,0.0001309322,0.00007189215,0.000129141,0.004584762,0.850515,0.00007322721,0.003709843,0.139806,0.0003435679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2840026,0.4437987,0.2052361,0.003256547,0.0001807882,0.01291499,0.00006064288,0.0003271049,0.05022252],"genre_scores_gemma":[0.7056691,0.05568803,0.004288707,0.0006522298,0.00009269686,0.001999279,0.00004510004,0.0001217674,0.2314431],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4216665,"threshold_uncertainty_score":0.9999154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185830124262426,"score_gpt":0.2408017230247164,"score_spread":0.2289434217820921,"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."}}