{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005692108,0.0004110262,0.0002179788,0.002627585,0.001981491,0.004399037,0.0005418907,0.0006606496,0.001697884],"category_scores_gemma":[0.007330522,0.0002757785,0.0004370183,0.003335559,0.004058318,0.003194194,0.003245275,0.001255491,0.0002238221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005441148,"about_ca_system_score_gemma":0.008051295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006109978,"about_ca_topic_score_gemma":0.01531807,"domain_scores_codex":[0.9948236,0.002552239,0.000403136,0.0002724477,0.001596547,0.000352189],"domain_scores_gemma":[0.9927675,0.002943803,0.001006607,0.0003963617,0.002477428,0.0004082982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008303388,0.0003465227,0.09551916,0.002227771,0.00003843993,0.0008816354,0.199092,0.003444461,0.004984221,0.3486135,0.008704543,0.3360648],"study_design_scores_gemma":[0.0000212191,0.0002699878,0.1171299,0.002083792,0.00007124137,0.001395782,0.4665383,0.006268739,0.00377808,0.08285252,0.3194751,0.0001154547],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5885462,0.001578799,0.1440383,0.008636255,0.0001303858,0.002506104,0.0005992139,0.0001628233,0.253802],"genre_scores_gemma":[0.9201958,0.0006298257,0.07311947,0.0002366234,0.000008738202,0.0006904976,0.0002314673,0.00002745917,0.004860123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006109978,"threshold_uncertainty_score":0.03947842,"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."}}