{"id":"W4284891829","doi":"10.1177/0169796x221107217","title":"Shifting to Circular Manufacturing in the Global South: Challenges and Pathways","year":2022,"lang":"en","type":"article","venue":"Journal of Developing Societies","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Business; Sustainable development; Sustainability; Supply chain; Environmental pollution; Natural resource; Damages; Manufacturing; Process (computing); Natural resource economics; Environmental planning; Economic growth; Environmental resource management; Environmental protection; Economics; Political science; Marketing; Geography","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":[0.003554932,0.0005027782,0.0003882448,0.001152367,0.009540263,0.01100505,0.001254996,0.00478413,0.02403485],"category_scores_gemma":[0.003658432,0.0003507441,0.000679645,0.002077928,0.01395907,0.009792948,0.01439553,0.005665079,0.001796973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008166824,"about_ca_system_score_gemma":0.01972069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02060579,"about_ca_topic_score_gemma":0.03034542,"domain_scores_codex":[0.9977974,0.0008193367,0.00006761601,0.0002286753,0.0003958596,0.0006912739],"domain_scores_gemma":[0.9967784,0.0007240701,0.0002961177,0.0002584795,0.0007698301,0.0011731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006616345,0.000151297,0.007317849,0.0005987859,0.00002448514,0.001328629,0.0207292,0.001436469,0.0009716919,0.85669,0.0316725,0.07901289],"study_design_scores_gemma":[0.00002057221,0.00009922937,0.006681475,0.00083462,0.00001546459,0.0007293826,0.09049201,0.0009105617,0.0006819047,0.4255585,0.4739248,0.00005152604],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08469038,0.0109941,0.007970002,0.6004286,0.001193421,0.0001644435,0.0001766781,0.0001065316,0.2942759],"genre_scores_gemma":[0.897686,0.01966857,0.00927395,0.03782265,0.0004591439,0.0001721184,0.0001391206,0.0001253273,0.03465316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02403485,"threshold_uncertainty_score":0.08040458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03238645896760274,"score_gpt":0.2236762459014452,"score_spread":0.1912897869338424,"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."}}