{"id":"W4293791618","doi":"10.35199/epde.2022.27","title":"PERFECTION VS IMPERFECTION - EVOLVING PERCEPTUAL QUALITIES OF CONCRETE","year":2022,"lang":"en","type":"article","venue":"DS 117: Proceedings of the 24th International Conference on Engineering and Product Design Education (E&PDE 2022), London South Bank University in London, UK. 8th - 9th September 2022","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Perfection; Perception; Computer science; Artificial intelligence; Psychology; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001112254,0.0002454708,0.0001468841,0.0007476734,0.0002867849,0.00158559,0.0002353897,0.0004790819,0.002156375],"category_scores_gemma":[0.004742705,0.0002240593,0.0002607549,0.0002579115,0.001888795,0.002303128,0.001813976,0.0005558838,0.0001943147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003291816,"about_ca_system_score_gemma":0.0001791566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009221433,"about_ca_topic_score_gemma":0.0009125154,"domain_scores_codex":[0.9993145,0.0001633669,0.00003629979,0.0001000006,0.000310824,0.00007491831],"domain_scores_gemma":[0.9986036,0.0005065618,0.0002979886,0.0001464704,0.0002719611,0.0001733752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001771383,0.0001468714,0.1411301,0.001268444,0.000221328,0.001946351,0.3116366,0.004824432,0.2747989,0.04999829,0.00229194,0.2099655],"study_design_scores_gemma":[0.00005641957,0.00228473,0.7449565,0.0004137393,0.0002663292,0.006567462,0.1358435,0.007523932,0.01832156,0.04250274,0.04093962,0.0003234687],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625962,0.0006671823,0.01184346,0.0002427251,0.00004052477,0.00002289263,0.00004009656,0.00005746323,0.02448943],"genre_scores_gemma":[0.9975091,0.0001269014,0.001375208,0.00002378866,0.000005802766,0.000003962135,0.0000129541,0.00001334315,0.0009287951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002156375,"threshold_uncertainty_score":0.007213771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770968406027692,"score_gpt":0.21720000706236,"score_spread":0.1994903230020831,"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."}}