{"id":"W1999612444","doi":"10.2495/dn120091","title":"Functionality and artistic creativity in design of environmentally integrated architecture","year":2012,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Creativity; Architecture; Variety (cybernetics); Perception; Architectural engineering; Computer science; Reflection (computer programming); Value (mathematics); Frame (networking); Architectural theory; Aesthetics; Sociology; Epistemology; Engineering; Artificial intelligence; Psychology; Visual arts; Social psychology; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.001920278,0.00009543754,0.0001640125,0.00006499583,0.0003807109,0.000006509359,0.00005499275,0.00008948666,0.000385769],"category_scores_gemma":[0.00005151186,0.00007118715,0.00002409565,0.00008017065,0.001464769,0.00007978192,0.000005045561,0.0002056124,0.000004704805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952897,"about_ca_system_score_gemma":0.00002557839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005969054,"about_ca_topic_score_gemma":0.0006165092,"domain_scores_codex":[0.9982196,0.001095891,0.0002110202,0.0001486785,0.00013328,0.0001915184],"domain_scores_gemma":[0.9991562,0.000603195,0.00007340698,0.0001190348,0.000005623785,0.00004255216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001693583,0.00359943,0.6753372,0.0001139535,0.0003556083,0.000003611516,0.08102955,0.06087966,0.0005617147,0.1498898,0.00002408756,0.02651184],"study_design_scores_gemma":[0.001378934,0.0001686826,0.9759768,0.0000091971,0.00006018165,0.000004904286,0.005761654,0.0003441064,0.00008271359,0.01464043,0.001426851,0.0001455292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7449319,0.0001108479,0.2518958,0.001409509,0.0001209298,0.0008654851,0.00001189701,0.00001178632,0.0006419127],"genre_scores_gemma":[0.999149,0.00006002782,0.0002376783,0.00006504275,0.00001930364,0.0001001028,0.000002750482,0.00000486967,0.0003611964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3006396,"threshold_uncertainty_score":0.5397001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419712917481925,"score_gpt":0.2471759135311694,"score_spread":0.2329787843563501,"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."}}