{"id":"W2159341566","doi":"10.4038/besl.v11i1.3121","title":"Designer’s role In creating sustainable Communities – Town of Clarington As A Case","year":2012,"lang":"en","type":"article","venue":"Built-Environment Sri Lanka","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Context (archaeology); Sri lanka; Sustainable community; Environmental planning; Cultural sustainability; Political science; Business; Geography; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006070443,0.0002593605,0.0003082964,0.0002105154,0.0001252957,0.00003356086,0.0002136712,0.0001270142,0.0004784291],"category_scores_gemma":[0.00002560549,0.0002724306,0.00006648446,0.0001464383,0.00006296805,0.0003394308,0.0001828952,0.0002808828,0.00002381941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004650696,"about_ca_system_score_gemma":0.00002629286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003228296,"about_ca_topic_score_gemma":0.00002527377,"domain_scores_codex":[0.9983766,0.0001011156,0.0003723994,0.0001357883,0.0002337766,0.000780315],"domain_scores_gemma":[0.9991335,0.0001548049,0.00006912669,0.0004982589,0.0000125004,0.0001318368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001948186,0.002257003,0.4095346,0.002178715,0.0004808973,0.003334711,0.1147674,0.3884402,0.03721754,0.0256769,0.001720435,0.0141968],"study_design_scores_gemma":[0.004907287,0.000765313,0.02386784,0.0005282955,0.0003163884,0.001335159,0.7414739,0.04410687,0.06581998,0.003305363,0.1105915,0.002982185],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779993,0.001653501,0.001252597,0.00002099766,0.00005801797,0.0003951167,0.00000367174,0.0001422979,0.01847448],"genre_scores_gemma":[0.9962966,0.0001315813,0.002362207,0.00003163151,0.0000667467,0.0001082157,0.00001278976,0.0000451573,0.0009450468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6267065,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313139399170926,"score_gpt":0.2303934920400185,"score_spread":0.2172620980483092,"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."}}