{"id":"W2536561062","doi":"","title":"SUSTAINABLE COMMUNITY DESIGN - BENNY FARM / MONTREAL AS A SAMPLE","year":2008,"lang":"en","type":"article","venue":"DS 48: Proceedings DESIGN 2008, the 10th International Design Conference, Dubrovnik, Croatia","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human settlement; Context (archaeology); Sustainability; Turkish; Sample (material); Corporate governance; Geography; Environmental resource management; Regional science; Business; Economics; Archaeology; Finance","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001484001,0.0007384653,0.0005744845,0.0003306965,0.003859183,0.001219714,0.002267973,0.0002073485,0.003267501],"category_scores_gemma":[0.0008421251,0.0005142027,0.0002456298,0.0002618489,0.00139332,0.00114014,0.0003123299,0.001100364,0.000378607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121544,"about_ca_system_score_gemma":0.0004569223,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01187226,"about_ca_topic_score_gemma":0.0003426872,"domain_scores_codex":[0.9961023,0.0004279202,0.0008371538,0.0006164706,0.0009993154,0.001016895],"domain_scores_gemma":[0.9954271,0.001144768,0.000546878,0.0003754069,0.002247687,0.0002582048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001677346,0.0006383071,0.0004400797,0.00009162948,0.0008745847,0.00009894776,0.1882357,0.001524604,0.002093463,0.5664862,0.2323828,0.00545626],"study_design_scores_gemma":[0.003651023,0.002935198,0.001739008,0.0003819705,0.0004616657,0.0008478793,0.09466186,0.02270688,0.01037566,0.4207093,0.4382097,0.003319795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06883133,0.001152105,0.4217731,0.007113402,0.001871833,0.007277517,0.0003046091,0.001714086,0.489962],"genre_scores_gemma":[0.9206692,0.0001968335,0.006245397,0.001885529,0.0007596976,0.0004295978,0.00006643133,0.00007567563,0.06967165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8518379,"threshold_uncertainty_score":0.9998171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08715299775255686,"score_gpt":0.2553688878791504,"score_spread":0.1682158901265935,"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."}}