{"id":"W4408233804","doi":"10.18280/ijsdp.200216","title":"Sustainable Management Strategies for Coastal Waterfront Settlement in Bandar Lampung, Indonesia","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Settlement (finance); Environmental planning; Geography; Sustainable management; Environmental resource management; Business; Environmental science; Sustainability; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0009335908,0.000178083,0.0002006777,0.0005156342,0.0001533802,0.0002577158,0.0003345186,0.0000430851,0.00006630097],"category_scores_gemma":[0.00001987974,0.000161046,0.00004207682,0.0002199993,0.00004465442,0.0007516894,0.000624905,0.0001152092,0.000002049526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005231281,"about_ca_system_score_gemma":0.0001435971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004897889,"about_ca_topic_score_gemma":0.00003110043,"domain_scores_codex":[0.998318,0.00002282477,0.0005728097,0.0002142959,0.0004344356,0.0004376101],"domain_scores_gemma":[0.9995039,0.0000479882,0.0001809951,0.00006151437,0.0001458933,0.0000597852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003294018,0.0007371435,0.5459532,0.001276299,0.001400808,0.01338126,0.03658701,0.02616648,0.0001767147,0.2292458,0.0429965,0.09878484],"study_design_scores_gemma":[0.003673284,0.00009530026,0.2676894,0.0003289962,0.00003464965,0.00001943471,0.1697668,0.0002381939,0.0005129132,0.01539913,0.5418589,0.0003829605],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497049,0.0001961619,0.02554822,0.001026581,0.0004069731,0.0006631627,0.000002092344,0.00001619195,0.02243574],"genre_scores_gemma":[0.9711754,0.00003836053,0.007769081,0.0002781224,0.00003832854,0.00005575361,0.00002551567,0.000009996677,0.0206094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4988624,"threshold_uncertainty_score":0.6567265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006920882632440699,"score_gpt":0.2432845743740386,"score_spread":0.2363636917415979,"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."}}