{"id":"W2125500222","doi":"10.1139/a04-005","title":"Principles and practice of ecological design","year":2004,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Environmental resource management; Sustainability; Natural resource; Sustainable development; Sustainable design; Ecological design; Business; Industrial ecology; Environmental planning; Ecology; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01095887,0.001683556,0.00147225,0.004209395,0.003802561,0.01384804,0.002901194,0.005296282,0.01159279],"category_scores_gemma":[0.01205154,0.0007904691,0.001301005,0.005099112,0.02572395,0.00678112,0.005433832,0.005403711,0.004691117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00720598,"about_ca_system_score_gemma":0.008817362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004723392,"about_ca_topic_score_gemma":0.005058496,"domain_scores_codex":[0.9843498,0.008352557,0.001515261,0.001310133,0.003879287,0.0005930636],"domain_scores_gemma":[0.9925057,0.004576327,0.0004234337,0.001000079,0.001185148,0.0003092284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004924781,0.00001363726,0.000147458,0.0002716557,0.00001167699,0.00005568889,0.0009458316,0.001756079,0.00009080022,0.9609506,0.007550917,0.02820083],"study_design_scores_gemma":[0.000006721034,0.00001804769,0.0001103341,0.000561767,0.00000706743,0.0001638038,0.0005707217,0.0009117774,0.0001174135,0.5611612,0.4363516,0.00001942845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002210665,0.04660869,0.3986848,0.02721468,0.002248022,0.0005375234,0.0003079457,0.0005828126,0.5216048],"genre_scores_gemma":[0.2246233,0.08864975,0.5268337,0.01221794,0.002594213,0.003830742,0.0004103087,0.0006062823,0.1402339],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01384804,"threshold_uncertainty_score":0.0579567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05511660429952807,"score_gpt":0.2556539583528687,"score_spread":0.2005373540533407,"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."}}