{"id":"W4388488059","doi":"10.1007/978-3-031-44652-8_1","title":"Circular Economy at Micro Level—A System Engineering Perspective","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on sustainable development","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Circular economy; Key (lock); Context (archaeology); Systems thinking; Perspective (graphical); Natural (archaeology); Engineering; Computer science; Management science; Economic system; Geography; Economics; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001199298,0.001586706,0.001292297,0.003286002,0.0009934937,0.0008951038,0.001119817,0.0006391854,0.0009311833],"category_scores_gemma":[0.0005845873,0.001672663,0.0004837121,0.0004576196,0.00009454042,0.00047568,0.001651538,0.0006838604,0.004221098],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01277205,"about_ca_system_score_gemma":0.0005033868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003266488,"about_ca_topic_score_gemma":0.00003906775,"domain_scores_codex":[0.9942741,0.00002156897,0.001014704,0.001864784,0.0009497579,0.00187505],"domain_scores_gemma":[0.9965349,0.0004095053,0.0007253424,0.001150202,0.001092778,0.00008726258],"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":[0.0001509369,0.00005256607,0.00002287173,0.01267743,0.001701471,0.004045919,0.0004387648,0.005363544,0.00001465747,0.9329135,0.04124461,0.0013737],"study_design_scores_gemma":[0.000396635,0.00001283765,0.0001544855,0.0008512218,0.0003240354,0.00001222053,0.007179776,0.0002691184,0.0004490966,0.008787828,0.9795251,0.002037627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003768974,0.0006937227,0.0007748178,0.001532826,0.000881181,0.003424256,0.00001677973,0.001999021,0.9903005],"genre_scores_gemma":[0.04807352,0.00003266376,0.000496091,0.001377462,0.001773805,0.001296533,0.0001761686,0.0009918116,0.9457819],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9382805,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524646542768994,"score_gpt":0.1852083407010574,"score_spread":0.1699618752733675,"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."}}