{"id":"W4399494793","doi":"10.1177/14780771241260854","title":"Designing with sense: A critical review and proposal for enhanced design space exploration in generative design","year":2024,"lang":"en","type":"review","venue":"International Journal of Architectural Computing","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Generative Design; Formative assessment; Computer science; Space (punctuation); Generative grammar; Human–computer interaction; Domain (mathematical analysis); Systems engineering; Focus (optics); Interface (matter); Software engineering; Engineering; Artificial intelligence; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06488444,0.001625985,0.003500231,0.01732249,0.002726669,0.008963541,0.004787557,0.006184825,0.003000979],"category_scores_gemma":[0.1363397,0.001360872,0.002306564,0.01225546,0.01313814,0.01465254,0.00582871,0.009118712,0.001832079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041392,"about_ca_system_score_gemma":0.03778805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006849212,"about_ca_topic_score_gemma":0.01298973,"domain_scores_codex":[0.9619427,0.0194733,0.007794935,0.002317092,0.007733979,0.0007379237],"domain_scores_gemma":[0.8248346,0.1223036,0.00645229,0.006496143,0.03778311,0.002130245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001148418,0.0001007095,0.0004463092,0.1134863,0.0003487837,0.0004680426,0.007698892,0.0003894861,0.0006702284,0.08999243,0.08322196,0.703062],"study_design_scores_gemma":[0.00003738777,0.0001118978,0.0003789884,0.1391088,0.0003367824,0.0006780547,0.002243592,0.0001441803,0.0003688812,0.02044776,0.8360679,0.0000757042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002312404,0.9630329,0.005017547,0.02558478,0.00370787,0.0003013526,0.00003959623,0.0000399504,0.002044711],"genre_scores_gemma":[0.006694447,0.9571142,0.01505729,0.01686918,0.001971557,0.001167817,0.00007860483,0.00007926721,0.0009677024],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06488444,"threshold_uncertainty_score":0.3431458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09723556134212324,"score_gpt":0.3937506150737656,"score_spread":0.2965150537316424,"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."}}