{"id":"W2021864634","doi":"10.5539/ass.v11n12p62","title":"Community Involvement in Urban Environmental Management System","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Government (linguistics); Environmental planning; Vulnerability (computing); Urban management; Urban community; Enforcement; Environmental resource management; Local government; Urban planning; Urban ecosystem; Environmental management system; Political science; Geography; Socioeconomics; Public administration; Engineering; Sociology; Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002947084,0.0001000914,0.0001222007,0.0001291546,0.001499672,0.0001021641,0.0007535618,0.0000590227,0.00002305783],"category_scores_gemma":[0.0000197206,0.00009873635,0.00003009539,0.000621428,0.001191905,0.0003657266,0.0002561243,0.0001844645,0.0001145034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001764581,"about_ca_system_score_gemma":0.0001861685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190925,"about_ca_topic_score_gemma":0.001269578,"domain_scores_codex":[0.9978173,0.000322896,0.0001814354,0.0002077624,0.000973617,0.0004970323],"domain_scores_gemma":[0.9995291,0.00001229643,0.00006188112,0.0001387577,0.00001999243,0.0002379775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001327816,0.0003168674,0.01679083,0.00002842998,0.00001400448,0.00003279528,0.4924262,2.536068e-7,0.00008208407,0.3819079,0.007288429,0.101099],"study_design_scores_gemma":[0.0004138718,0.0000289918,0.1934317,0.00003134248,0.000005017701,3.769395e-7,0.7239326,0.000002750719,0.00003181139,0.001440209,0.0804577,0.0002236943],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0837611,0.00007678695,0.00001433993,0.002040027,0.000453398,0.0003132485,0.000002411757,0.00008476913,0.9132539],"genre_scores_gemma":[0.997494,0.00002657303,0.0002070255,0.0001211772,0.0001187669,0.00002060408,0.00000250189,0.000005223098,0.002004161],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9137329,"threshold_uncertainty_score":0.9998003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215860035016966,"score_gpt":0.2791829751323427,"score_spread":0.2270243747821731,"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."}}