{"id":"W4395704495","doi":"","title":"Restoring the holistic circular economy for socio-ecological equilibrium with Boulding","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Circular economy; Economic system; Ecology; Economics; Computer science; Business; Economy; Biology","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":[0.006067437,0.0003181431,0.0003402973,0.0001464439,0.0004684414,0.0007550788,0.0007849548,0.0004011646,0.0003231218],"category_scores_gemma":[0.002423196,0.0002862881,0.0001947851,0.0005541363,0.000461957,0.0003430128,0.0002933727,0.0007700836,0.00007315381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153402,"about_ca_system_score_gemma":0.0006079022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004754018,"about_ca_topic_score_gemma":0.0002353956,"domain_scores_codex":[0.9959655,0.001996341,0.0004664368,0.000598246,0.0001800141,0.0007934257],"domain_scores_gemma":[0.991057,0.006820106,0.0001188031,0.001038049,0.0007902012,0.0001758744],"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":[0.00002835851,0.0002539297,0.0005056676,0.001540217,0.0004777543,0.0001127657,0.0088683,0.01932454,0.001741137,0.9141406,0.008314944,0.04469182],"study_design_scores_gemma":[0.0008682032,0.000003828134,0.0006195866,0.001388973,0.0002572335,0.00009085983,0.001504335,0.3148243,0.006801956,0.01794949,0.655077,0.0006142917],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3198467,0.0272263,0.4033727,0.1646116,0.004089418,0.002372833,0.00008489191,0.001164218,0.07723141],"genre_scores_gemma":[0.9678244,0.0001939416,0.00904644,0.00009948694,0.0003063585,0.0003134145,0.00005875414,0.0001131102,0.02204411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8961911,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02901412173987965,"score_gpt":0.2465699486875106,"score_spread":0.2175558269476309,"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."}}