{"id":"W4402170951","doi":"10.32920/26862412","title":"Digital Endemicity: Localized Characteristics for Architectural Fabrication","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fabrication; Computer science; Architectural engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00114074,0.0002945609,0.0003730858,0.001189711,0.002832839,0.005634616,0.0007321163,0.00113744,0.007058503],"category_scores_gemma":[0.00398734,0.0003510099,0.0006987359,0.0009782796,0.01266221,0.005936323,0.004985185,0.001532543,0.0007076821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482978,"about_ca_system_score_gemma":0.00163538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202852,"about_ca_topic_score_gemma":0.002301212,"domain_scores_codex":[0.9987566,0.0004139869,0.00006943287,0.0002824494,0.0003321609,0.0001453513],"domain_scores_gemma":[0.9974757,0.00100303,0.0003164697,0.0008357289,0.0002354891,0.0001337509],"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":[0.0000107192,0.000007312717,0.0008146613,0.00004715102,0.000004352785,0.0001734957,0.002076341,0.00160649,0.001154619,0.9854956,0.0001794738,0.008429808],"study_design_scores_gemma":[0.0000322321,0.00009446367,0.00384152,0.0001468866,0.000051426,0.001469554,0.007031824,0.009666556,0.005576885,0.8907101,0.0813231,0.00005543555],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2398972,0.0009679987,0.4480602,0.002258649,0.0001051834,0.0001486598,0.00008221759,0.0003530139,0.3081269],"genre_scores_gemma":[0.9461837,0.0002927018,0.04179914,0.0001138354,0.00002443884,0.0001003447,0.00003239597,0.0000836654,0.01136979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007058503,"threshold_uncertainty_score":0.02361304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278163496143844,"score_gpt":0.2305413452429255,"score_spread":0.2177597102814871,"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."}}