{"id":"W4395956306","doi":"10.18280/ijsdp.190420","title":"Select the Basic Design Characteristic of Seating Zone in Outdoor Spaces in Mosul, Iraq as a Case Study","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Civil engineering; Engineering; Construction engineering; Environmental planning; Environmental science; Computer science; Geography; Forensic engineering","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":[0.0009315362,0.0001037855,0.0001852657,0.0006117423,0.00003411186,0.0001358441,0.0001270256,0.0000272554,0.00001576695],"category_scores_gemma":[0.00009338216,0.00007778085,0.00002627436,0.0003348326,0.00001153728,0.0002168634,0.00002877971,0.0002189774,8.165762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001642086,"about_ca_system_score_gemma":0.0001343428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002759051,"about_ca_topic_score_gemma":0.00005297334,"domain_scores_codex":[0.9990053,0.00005620848,0.0004576188,0.00008207522,0.0002455424,0.0001532974],"domain_scores_gemma":[0.9994779,0.0002378228,0.00007741375,0.00003082216,0.0001459382,0.00003008867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003916637,0.0002570775,0.2156767,0.0004407563,0.001826662,0.2879198,0.2966659,0.1614111,0.001487853,0.000263304,0.0004201968,0.03323898],"study_design_scores_gemma":[0.002961317,0.0005515726,0.07858028,0.002507466,0.000209355,0.006479383,0.5699782,0.3314202,0.003520473,0.000520983,0.002439227,0.0008315538],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916663,0.001175879,0.00677033,0.00006816131,0.0001209369,0.0001183266,5.140002e-7,0.00001008952,0.00006950879],"genre_scores_gemma":[0.9990801,0.00002482076,0.0005701042,0.00001014363,0.0000618392,0.000006964121,0.000001240666,0.0000100803,0.0002347151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2814404,"threshold_uncertainty_score":0.3171811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01722400652966715,"score_gpt":0.2515017760550586,"score_spread":0.2342777695253914,"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."}}