{"id":"W2996287217","doi":"10.5555/1480-6800.22.1.102","title":"A Study of Urban Design Elements in Tanjung Dawai, Kedah, Malaysia","year":2019,"lang":"en","type":"article","venue":"Arab world geographer","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sprawl; Geography; Urban design; Element (criminal law); Design elements and principles; Environmental planning; Political science; Regional science; Urban planning; Civil engineering; Engineering; Archaeology; Law; Architecture","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001757736,0.0001602741,0.0002367183,0.0002256611,0.00008487489,0.00005215558,0.0002206605,0.00001717775,0.004037159],"category_scores_gemma":[0.000003146264,0.0001147704,0.00007744633,0.0002154468,0.00008334453,0.0001668015,0.00004798501,0.0001361411,0.0001103348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006534398,"about_ca_system_score_gemma":0.000007773847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005973558,"about_ca_topic_score_gemma":0.00904403,"domain_scores_codex":[0.9988618,0.00009057879,0.0003443084,0.0002346264,0.0002137711,0.0002548885],"domain_scores_gemma":[0.9995316,0.00004494931,0.0001150802,0.0002274486,0.00004595229,0.0000349994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007795783,0.0004480076,0.925557,0.00001761347,0.0001284264,0.000009988418,0.06042448,0.0002676349,0.00009649374,0.007120392,0.004584724,0.001267279],"study_design_scores_gemma":[0.007176252,0.003480276,0.586376,0.0004344247,0.0002713098,0.000002778038,0.155578,0.0002650245,0.0004797051,0.009313976,0.2348315,0.001790755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531006,0.0002305789,0.000001479023,0.00005729784,0.0001618784,0.000621902,0.000002963421,0.00002994482,0.0457934],"genre_scores_gemma":[0.9900127,0.000003853966,0.0000617931,0.0002472452,0.00007674825,0.00003562547,0.000003312789,0.00001167757,0.009547052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.339181,"threshold_uncertainty_score":0.9968733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603014402931517,"score_gpt":0.2416467631969086,"score_spread":0.2156166191675934,"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."}}