{"id":"W4386523819","doi":"10.32920/24101499","title":"Matter, Material and Making: Creative Research Practice in Architecture and Design","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Faculty of Communication and Design, Ryerson University; Social Sciences and Humanities Research Council of Canada","keywords":"Creativity; Context (archaeology); Architecture; Creative class; Class (philosophy); Sociology; Architectural engineering; Visual arts; Aesthetics; Social science; Media studies; Political science; Engineering; Art; History; Epistemology; Archaeology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001773764,0.0002116434,0.0003033324,0.0003915347,0.0003217646,0.0008134287,0.0001721615,0.0001338616,0.004258911],"category_scores_gemma":[0.0005745678,0.0001645705,0.00002146854,0.00004455485,0.0009840942,0.0001074612,0.001263938,0.0009927382,0.0001722639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005218542,"about_ca_system_score_gemma":0.0001146054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003527704,"about_ca_topic_score_gemma":0.0008246866,"domain_scores_codex":[0.9973209,0.00103947,0.0002392797,0.0005500575,0.0004165626,0.0004337607],"domain_scores_gemma":[0.9975269,0.001876771,0.00006303705,0.0002220629,0.0002326072,0.00007860854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002247631,0.0002988503,0.00123531,0.001390679,0.0003611905,0.0006420866,0.1919914,0.00006983679,0.00008207325,0.6991569,0.08410496,0.01841908],"study_design_scores_gemma":[0.001566156,0.001001495,0.01200949,0.002204412,0.0001218341,0.00007733791,0.268571,0.001064282,0.0002733986,0.4749515,0.2366026,0.001556453],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02004997,0.0007166427,0.003723664,0.009382132,0.0002178404,0.002198815,0.0002680414,0.0001395561,0.9633033],"genre_scores_gemma":[0.9041256,0.0007346482,0.003720023,0.0002016159,0.0007480941,0.0003811443,0.00004485262,0.00008241439,0.08996165],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8840756,"threshold_uncertainty_score":0.9966514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2779512161450163,"score_gpt":0.4287435937146633,"score_spread":0.150792377569647,"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."}}