{"id":"W4399800002","doi":"10.21606/drs.2024.152","title":"Making in the Digital Era","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Computer science","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":[0.005079748,0.0004830223,0.0002790619,0.001122176,0.003548835,0.01191088,0.0008102275,0.002262409,0.01386986],"category_scores_gemma":[0.005919104,0.0002636875,0.0004549432,0.001272142,0.01652159,0.01302042,0.008554835,0.003066873,0.002661526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002898921,"about_ca_system_score_gemma":0.003577398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717549,"about_ca_topic_score_gemma":0.001581276,"domain_scores_codex":[0.9959235,0.002397111,0.0001392723,0.0004008403,0.0008166407,0.0003225496],"domain_scores_gemma":[0.9965544,0.001670757,0.0001402595,0.0008398829,0.0003845382,0.0004101703],"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":[0.00001529527,0.00001427112,0.0002202578,0.00007219025,0.000005123459,0.00007640053,0.01049474,0.0003172127,0.000438937,0.931715,0.01463789,0.04199275],"study_design_scores_gemma":[0.000004871749,0.00001676793,0.0002195826,0.0001663932,0.000004572614,0.000143965,0.005818702,0.0002407777,0.0005670793,0.2294267,0.7633792,0.00001144715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03123994,0.01063452,0.06643599,0.05032553,0.002827956,0.0000791779,0.0001352284,0.0003100994,0.8380116],"genre_scores_gemma":[0.7192444,0.01319979,0.04248616,0.007439597,0.001021759,0.0002030505,0.000237262,0.0002669252,0.2159011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01386986,"threshold_uncertainty_score":0.0463993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264222299928133,"score_gpt":0.2275964955100296,"score_spread":0.2149542725107482,"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."}}