{"id":"W4288041822","doi":"10.21837/pm.v20i21.1098","title":"IDENTIFYING URBAN DESIGN PRINCIPLES AND ITS ATTRIBUTES FOR WATERFRONT TRANSIT-ORIENTED DEVELOPMENT (WTOD)","year":2022,"lang":"en","type":"article","venue":"PLANNING MALAYSIA","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Sains Islam Malaysia","keywords":"Transit-oriented development; Pedestrian; Urban planning; Transport engineering; Sustainable development; Urban design; Environmental planning; Transit (satellite); Public transport; Civil engineering; Business; Engineering; Geography; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001260991,0.0001382121,0.0001931859,0.00007618427,0.001713826,0.00009080661,0.000241412,0.00004666263,0.0001166617],"category_scores_gemma":[0.00004803903,0.000140336,0.000049503,0.0001773965,0.00005487916,0.0002344879,0.0000519428,0.0001392862,0.000002757989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001212384,"about_ca_system_score_gemma":0.000157428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005711033,"about_ca_topic_score_gemma":0.00003123972,"domain_scores_codex":[0.9984297,0.0001262723,0.0002900143,0.0003652166,0.0003513916,0.0004374578],"domain_scores_gemma":[0.9994985,0.0001412421,0.00009337489,0.00009192889,0.00005731623,0.000117563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000320685,0.000194266,0.8324542,0.0001938161,0.0001274214,0.00005067338,0.1542293,0.003665595,0.002592746,0.003072219,0.001942948,0.001156137],"study_design_scores_gemma":[0.00249074,0.000269542,0.5033535,0.0001880854,0.000214006,0.000005452812,0.01952466,0.01039224,0.01593437,0.0009643256,0.445193,0.001470149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669694,0.0009797546,0.03033535,0.0003159569,0.0002888991,0.0006728431,0.00003203199,0.0001360809,0.0002697226],"genre_scores_gemma":[0.9937967,0.000004221284,0.004534109,0.00004521309,0.00009079863,0.0002125466,0.00007973752,0.00001515479,0.001221487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.44325,"threshold_uncertainty_score":0.9995858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144387621576391,"score_gpt":0.3162913152513576,"score_spread":0.2018525530937185,"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."}}