{"id":"W4210530905","doi":"10.1088/2515-7639/ac4ee5","title":"The sustainable materials roadmap","year":2022,"lang":"en","type":"article","venue":"Journal of Physics Materials","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Division of Civil, Mechanical and Manufacturing Innovation; Division of Materials Research; Biotechnology and Biological Sciences Research Council; Engineering and Physical Sciences Research Council; National Science Foundation","keywords":"Reuse; Sustainability; Circular economy; Scarcity; Resource (disambiguation); Natural resource; Resource depletion; Business; Supply chain; Environmental economics; Natural resource economics; Sustainable development; Risk analysis (engineering); Computer science; Engineering; Economics; Marketing; Waste management; 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":[0.003935019,0.002382884,0.0007776423,0.003807002,0.002018315,0.005875236,0.002834114,0.007677451,0.1039002],"category_scores_gemma":[0.004780673,0.0006136582,0.001265003,0.003291257,0.001634817,0.007342096,0.007907086,0.00525291,0.05412709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00449844,"about_ca_system_score_gemma":0.01790112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103832,"about_ca_topic_score_gemma":0.00731309,"domain_scores_codex":[0.9968516,0.0006459545,0.0001302983,0.0002329531,0.001552974,0.0005863679],"domain_scores_gemma":[0.9973046,0.0003787675,0.0001058712,0.0002131118,0.00162709,0.0003705781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005295008,0.000140698,0.0002303286,0.001281,0.00001787973,0.0001870367,0.0001278773,0.001874494,0.001045967,0.2128894,0.6130648,0.1690875],"study_design_scores_gemma":[0.000003321784,0.0000157071,0.0001220041,0.0002656064,0.0000025807,0.00004122214,0.00006051495,0.0001652896,0.0001390152,0.01294541,0.9862319,0.000007387601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001906194,0.02805339,0.01238426,0.06454268,0.01319994,0.0005473162,0.009468422,0.00212775,0.86777],"genre_scores_gemma":[0.05239746,0.08802048,0.07465228,0.04060337,0.002762974,0.002854789,0.03990512,0.001879454,0.6969241],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1039002,"threshold_uncertainty_score":0.3475808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007614493836303897,"score_gpt":0.2264116954645081,"score_spread":0.2187972016282042,"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."}}