{"id":"W3091900619","doi":"10.47670/wuwijar201822oasu","title":"Transition from Linear to Circular Economy","year":2018,"lang":"en","type":"article","venue":"Westcliff International Journal of Applied Research","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Circular economy; Restructuring; Dispose pattern; Remanufacturing; Reverse logistics; Consumption (sociology); Business; Reuse; Industrial organization; Sharing economy; Environmental economics; Order (exchange); Product (mathematics); Resource (disambiguation); Economic system; Computer science; Economics; Engineering; Supply chain; Manufacturing engineering; Marketing","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00198984,0.0001349715,0.0001907469,0.001419332,0.0001597946,0.0004648485,0.001070349,0.00006353015,0.001558367],"category_scores_gemma":[0.0001675284,0.0001277386,0.00009771415,0.0005268188,0.0001271511,0.0006233027,0.0003229852,0.0003636866,0.001669441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597921,"about_ca_system_score_gemma":0.00008411203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002974102,"about_ca_topic_score_gemma":0.00002171164,"domain_scores_codex":[0.9977037,0.00002165178,0.0004840414,0.0002618698,0.001167956,0.0003608016],"domain_scores_gemma":[0.9968048,0.000113607,0.000197949,0.0002131428,0.002622109,0.00004842933],"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":[0.008631642,0.002044969,0.004990918,0.0004733475,0.003108437,0.00197754,0.005918744,0.01165739,0.0336309,0.4085532,0.4024728,0.1165401],"study_design_scores_gemma":[0.001521261,0.00007307625,0.002423544,0.00007914229,0.00003199247,0.000005938851,0.003732536,0.003704836,0.001624455,0.07333315,0.9132288,0.0002412726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7366158,0.00004670006,0.02925899,0.03092341,0.00205635,0.0008678811,0.00000975027,0.00007045348,0.2001506],"genre_scores_gemma":[0.9812686,0.000006540758,0.00150148,0.004465992,0.01254427,0.0000195041,0.00002341492,0.00003151103,0.0001386753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.510756,"threshold_uncertainty_score":0.9993544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589161992689242,"score_gpt":0.3224656263301471,"score_spread":0.2865740064032546,"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."}}