{"id":"W3191414979","doi":"10.21608/idj.2021.180936","title":"Examining the impact of students’ ratings of architectural design studio on graduation project before and midst COVID-19","year":2021,"lang":"en","type":"article","venue":"التصميم الدولية","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Studio; Design studio; Graduation (instrument); Architectural design; Haven; Coronavirus disease 2019 (COVID-19); Engineering; Architectural engineering; Process (computing); Architecture; Engineering management; Visual arts; Computer science; Art; Medicine; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002099698,0.000309415,0.000366924,0.001079968,0.0006134114,0.001508184,0.00055083,0.0003794153,0.005132497],"category_scores_gemma":[0.008939831,0.0001735976,0.0004529622,0.0009357985,0.0004755836,0.0003857217,0.001218015,0.001066201,0.00116851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008485128,"about_ca_system_score_gemma":0.0009709764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007593218,"about_ca_topic_score_gemma":0.01830229,"domain_scores_codex":[0.9979832,0.0003213661,0.0002185768,0.0002757599,0.0007779534,0.0004231087],"domain_scores_gemma":[0.9894437,0.002181154,0.002411349,0.0003827167,0.002668009,0.002913066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002851628,0.000523373,0.961684,0.00006335088,0.0000397863,0.00007023199,0.004114681,0.0001861279,0.001161123,0.0001358387,0.001719072,0.03001726],"study_design_scores_gemma":[0.000002678134,0.0002448562,0.9938998,0.00001022882,0.000006370485,0.00000918269,0.004488598,0.0001557228,0.0003138979,0.00001470777,0.0008461616,0.000007751168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980626,0.00002156406,0.00006283688,0.00005530152,0.000011021,0.000026675,0.0002335072,0.000007976533,0.001518526],"genre_scores_gemma":[0.9973931,0.00004083981,0.0001528925,0.00001421016,0.000006233979,0.00005082882,0.0004981208,0.000003087156,0.001840815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007593218,"threshold_uncertainty_score":0.01716989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1481643228399815,"score_gpt":0.4483841302892562,"score_spread":0.3002198074492747,"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."}}