{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008382669,0.0004298507,0.0002086578,0.001335693,0.00317331,0.008439655,0.00206907,0.001912909,0.00890602],"category_scores_gemma":[0.0143073,0.0002893967,0.0005505557,0.001039034,0.01313434,0.008057829,0.007835804,0.001828479,0.0008998656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003564326,"about_ca_system_score_gemma":0.005306066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494183,"about_ca_topic_score_gemma":0.001740001,"domain_scores_codex":[0.9943692,0.003801632,0.0001419413,0.000357372,0.0008821076,0.0004477075],"domain_scores_gemma":[0.9923061,0.003388146,0.0004702242,0.001548437,0.0009533897,0.001333748],"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":[0.00004730717,0.0001319135,0.001472611,0.0001077737,0.0000124494,0.0003512341,0.01009735,0.001485988,0.0003825004,0.9193915,0.003860681,0.06265859],"study_design_scores_gemma":[0.0000414401,0.0001663446,0.001033137,0.000237022,0.00001658386,0.0003604266,0.01192309,0.005576535,0.0006119619,0.863439,0.1165653,0.00002921439],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1308991,0.001381428,0.2233503,0.0315932,0.0006166935,0.0009003112,0.0001012743,0.0006482188,0.6105095],"genre_scores_gemma":[0.9436015,0.0004312245,0.0414207,0.0008828185,0.0000493821,0.0003364719,0.00005346984,0.00007159341,0.01315281],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00890602,"threshold_uncertainty_score":0.04433227,"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."}}