{"id":"W2061248921","doi":"10.1002/sd.317","title":"The virtuous cycle: incremental changes and a process‐based sustainable development","year":2006,"lang":"en","type":"article","venue":"Sustainable Development","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Grassroots; Sustainable development; Process (computing); Sustainable community; Social capital; Process management; Business; Political science; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001839648,0.000265874,0.0002151563,0.0001264827,0.005972304,0.0004732288,0.0003572835,0.0001530961,0.00006000655],"category_scores_gemma":[0.0001474685,0.0002181073,0.00003314293,0.0007157098,0.0004156143,0.0002440027,0.0002127722,0.0001839091,0.00001652316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224391,"about_ca_system_score_gemma":0.002582477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002786681,"about_ca_topic_score_gemma":0.005261226,"domain_scores_codex":[0.9967938,0.0001480603,0.0003413672,0.000401623,0.0007694751,0.001545663],"domain_scores_gemma":[0.998872,0.0001681409,0.0001471227,0.0001409497,0.0004820207,0.0001897677],"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":[0.0005476936,0.0009260568,0.01904801,0.001255993,0.0002675102,0.001218747,0.2833371,0.0002729402,0.0000388365,0.4686502,0.02318821,0.2012487],"study_design_scores_gemma":[0.0005266781,0.00004101403,0.006895747,0.00002707891,0.00001126683,0.00000135879,0.3190172,0.00003191836,0.0009032953,0.007636341,0.6644657,0.0004423833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950433,0.0025846,0.0001117885,0.003554909,0.000176464,0.001479566,7.586092e-7,0.0002413674,0.04141759],"genre_scores_gemma":[0.9528725,0.00007439167,0.0004465728,0.0003137718,0.0002554524,0.0005081805,0.00001914644,0.00002861478,0.04548142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6412775,"threshold_uncertainty_score":0.9953218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006200292297345612,"score_gpt":0.2435513513669044,"score_spread":0.2373510590695588,"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."}}