{"id":"W2081326443","doi":"10.5539/jsd.v4n6p197","title":"The Role of Innovation and Technology in Industrial Ecology Systems for the Sustainable Development of Emerging Regions","year":2011,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Industrialisation; Industrial ecology; Natural resource; Reuse; Dilemma; Business; Sustainable development; Ecology; Economic system; Sustainability; Economics; Natural resource economics; Industrial organization; Economic growth; Environmental resource management; Market economy; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002823304,0.0003331841,0.0003563988,0.001294049,0.002480296,0.007239162,0.0007651953,0.001564592,0.00266474],"category_scores_gemma":[0.00204086,0.0001825893,0.0004982753,0.0009800288,0.01311716,0.004742863,0.004215796,0.0009944537,0.0002809204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004531666,"about_ca_system_score_gemma":0.006639745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002602495,"about_ca_topic_score_gemma":0.002778407,"domain_scores_codex":[0.9980595,0.001201426,0.00005088787,0.0001818805,0.0002579756,0.0002484102],"domain_scores_gemma":[0.9986641,0.0006351607,0.0001853113,0.0001543404,0.0001861964,0.0001747649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000004857478,0.00001473558,0.000874146,0.00003366055,0.000006433628,0.00009609752,0.001515048,0.00277305,0.0002206658,0.9886984,0.0002250332,0.005537961],"study_design_scores_gemma":[0.00001895096,0.00006819117,0.001817745,0.0001064558,0.00002242102,0.0001884482,0.003893682,0.01010143,0.0004237501,0.9471418,0.0361981,0.00001912008],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2357834,0.007962274,0.2303872,0.0305633,0.0001938956,0.0002295748,0.00006544771,0.0001601167,0.4946547],"genre_scores_gemma":[0.9853584,0.001203024,0.009445763,0.0002260587,0.00003828215,0.00005669985,0.000009760052,0.000007443234,0.003654605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007239162,"threshold_uncertainty_score":0.03287971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02263320340055489,"score_gpt":0.2221325036569445,"score_spread":0.1994993002563896,"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."}}