{"id":"W4382203702","doi":"10.18280/ijsdp.180632","title":"Sustainable Cities and Communities from Malaysian Local Authorities Perspectives","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Sultan Zainal Abidin","keywords":"Business; Risk management; Developing country; Content analysis; Focus group; Sustainable development; Private sector; Qualitative research; Environmental planning; Economic growth; Finance; Political science; Marketing; Economics; Geography; Sociology","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":[0.001975138,0.00038693,0.0001950687,0.001164253,0.005320527,0.006378216,0.0004684812,0.001008315,0.003721488],"category_scores_gemma":[0.001503637,0.00027209,0.0002222004,0.001003005,0.005513171,0.003694064,0.005584999,0.001515697,0.0002967986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006343801,"about_ca_system_score_gemma":0.006484168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03077252,"about_ca_topic_score_gemma":0.08010612,"domain_scores_codex":[0.9976921,0.001480339,0.00007738987,0.00008889749,0.0002420057,0.0004192698],"domain_scores_gemma":[0.9981153,0.0005117696,0.0003268209,0.00005658696,0.0002958291,0.0006936685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004670717,0.00009644467,0.0315024,0.0006592419,0.00003492715,0.003792189,0.8406025,0.001294192,0.001697554,0.08498585,0.00570961,0.02957833],"study_design_scores_gemma":[0.000003168931,0.00004419489,0.007662579,0.0004539233,0.00001141991,0.0005224323,0.9060935,0.000243337,0.0003885556,0.002988801,0.08155935,0.00002880433],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8719525,0.003539943,0.0008676845,0.01459381,0.00007864027,0.00004898907,0.0001112902,0.00002091435,0.1087862],"genre_scores_gemma":[0.9933692,0.001527525,0.00025578,0.0004004453,0.00001258835,0.00001257893,0.00001641849,0.000003905215,0.004401663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03077252,"threshold_uncertainty_score":0.06118679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535681377225661,"score_gpt":0.2526150041190753,"score_spread":0.2372581903468187,"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."}}