{"id":"W4243728930","doi":"10.32920/ryerson.14663529","title":"Re-Designing Contemporary City Blocks: Designing in Favour of Energy Conservation for a City in Desert: Kerman, Iran","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architectural engineering; Architecture; Urban design; Neighbourhood (mathematics); Energy conservation; Energy consumption; Scale (ratio); Efficient energy use; Thermal comfort; Block (permutation group theory); Architectural design; Desert (philosophy); Arid; Civil engineering; Environmental planning; Environmental resource management; Geography; Environmental science; Engineering; Political science; Ecology; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004853042,0.0003003401,0.0006206193,0.0002083908,0.0001384128,0.0001590704,0.0002681125,0.0002041192,0.0003882879],"category_scores_gemma":[0.0001096529,0.0002468077,0.0001806854,0.00007091683,0.0001594705,0.0002217917,0.000199275,0.0003752331,3.563158e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005575374,"about_ca_system_score_gemma":0.0002217404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0185132,"about_ca_topic_score_gemma":0.1128775,"domain_scores_codex":[0.9981425,0.0001829941,0.0007803325,0.0004457259,0.0001931904,0.0002552675],"domain_scores_gemma":[0.9988399,0.0003342301,0.0003494374,0.0002203806,0.000211698,0.00004437395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00132811,0.001128579,0.2454759,0.003571867,0.000924796,0.0002122514,0.6229916,0.007084932,0.01775529,0.07053863,0.02158952,0.007398522],"study_design_scores_gemma":[0.01065992,0.001515782,0.02988751,0.01908888,0.0004130478,0.00001314329,0.3995982,0.01788186,0.194458,0.2552779,0.06364975,0.007556014],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492153,0.001270457,0.007416327,0.001093736,0.0002949147,0.0008139532,0.00004616651,0.00009310999,0.03975603],"genre_scores_gemma":[0.9940699,0.00002208989,0.002160757,0.001090006,0.000132671,0.0001749968,0.00016861,0.00001847731,0.002162441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2233934,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1542296376191929,"score_gpt":0.28605097356621,"score_spread":0.1318213359470171,"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."}}