{"id":"W3140889432","doi":"10.18178/ijesd.2021.12.5.1334","title":"Indicators for Sustainable Redevelopment of Cultural Landscapes — Huangpu Veterans Quarter in Taiwan","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Science and Development","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Redevelopment; Delphi method; Environmental planning; Sustainability; Geography; Government (linguistics); Cultural landscape; Quarter (Canadian coin); Sustainable development; Environmental resource management; Analytic hierarchy process; Business; Political science; Civil engineering; Engineering; Archaeology; Operations research; Computer science; Ecology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.002038297,0.00006348536,0.0001152525,0.0003487011,0.0001654982,0.00009629818,0.000423203,0.00003563211,0.0001102794],"category_scores_gemma":[0.0002557456,0.00005507174,0.00002819825,0.0002430861,0.0003733126,0.0005032673,0.0001348433,0.00008417388,9.594499e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007113766,"about_ca_system_score_gemma":0.001037747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002836826,"about_ca_topic_score_gemma":0.00006413147,"domain_scores_codex":[0.9978862,0.00003589195,0.0003790929,0.0001415137,0.001307986,0.0002492504],"domain_scores_gemma":[0.9993865,0.00005067644,0.0001638175,0.00004243811,0.0002498837,0.000106724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004784431,0.00158346,0.3139755,0.0000648944,0.0002399504,0.0009205494,0.2370624,0.00007712648,0.09082362,0.009506118,0.005065176,0.3402028],"study_design_scores_gemma":[0.001945665,0.0002027894,0.3379495,0.0001929196,0.000007406994,0.00008625278,0.2807039,0.00001781469,0.09951045,0.00145574,0.277567,0.0003604831],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995658,0.0001254606,0.0002079918,0.00176181,0.0001394415,0.0001415318,0.000002889013,0.000002874187,0.001959971],"genre_scores_gemma":[0.9922709,0.0001516614,0.007198501,0.0000701371,0.00003611893,0.0000102289,0.000002048282,0.000002769726,0.0002576516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3398423,"threshold_uncertainty_score":0.224576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873751301710613,"score_gpt":0.3677455478775097,"score_spread":0.3390080348604036,"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."}}