{"id":"W4385400375","doi":"10.18280/ijsdp.180728","title":"Quality Assessment of Residential Complexes Standards of Satisfaction in Basra City of Iraq","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Basrah","keywords":"Quality (philosophy); Environmental planning; Business; Geography","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":[0.001862567,0.0001010578,0.0003133662,0.0008010342,0.0000270416,0.00002388843,0.0001436795,0.0000467697,0.0000266251],"category_scores_gemma":[0.0001452573,0.0001014183,0.00004669296,0.0002880194,0.00003426942,0.000243748,0.00006269931,0.0001450937,5.216306e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003640887,"about_ca_system_score_gemma":0.0004692897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001269011,"about_ca_topic_score_gemma":0.000008406401,"domain_scores_codex":[0.9980819,0.00005079567,0.0008680043,0.0000769223,0.0007503434,0.0001720109],"domain_scores_gemma":[0.9984354,0.0001784758,0.0003870434,0.0000499852,0.0009116723,0.00003736467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003067992,0.00007321096,0.867935,0.001127234,0.0005179478,0.0005963876,0.006743453,0.09619574,0.009364993,0.005988352,0.0008719703,0.01027894],"study_design_scores_gemma":[0.001006199,0.00005745029,0.9560863,0.0004216141,0.00001063204,0.0000104877,0.02483701,0.00203598,0.01304752,0.001745817,0.0006182355,0.0001227651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870988,0.0001713028,0.0119351,0.00002850777,0.0002454199,0.00008387089,0.0000109066,0.00001213706,0.0004139724],"genre_scores_gemma":[0.9964099,0.00007560848,0.00339592,0.000002996922,0.00003574909,0.000002440756,0.000008051314,0.000008553089,0.00006080106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09415976,"threshold_uncertainty_score":0.4135718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03194712604648497,"score_gpt":0.3415998279350892,"score_spread":0.3096527018886042,"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."}}