{"id":"W4379374429","doi":"10.21838/uhpc.16706","title":"Successes and Challenges of Two Experienced Canadian Architectural UHPC Precasters","year":2023,"lang":"en","type":"article","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Architecture; Architectural engineering; Key (lock); Engineering; Architectural design; Computer science; Construction engineering; Visual arts","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000295625,0.0000629875,0.00007058041,0.0001359148,0.00002402293,0.000007056339,0.00005844158,0.00001455856,0.00002326867],"category_scores_gemma":[0.000005237822,0.00005440162,0.00001324121,0.0001108145,0.00002680602,0.00003091286,0.00001131327,0.00003338463,0.000007159949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007455684,"about_ca_system_score_gemma":0.00001689677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003347738,"about_ca_topic_score_gemma":0.03412558,"domain_scores_codex":[0.9996449,0.000008343601,0.00007119028,0.00007641188,0.00006301151,0.0001361343],"domain_scores_gemma":[0.9997882,0.00006441634,0.000005469036,0.00005443304,0.00001001372,0.00007751939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001142171,0.000005446409,0.0009471605,0.0003308707,0.00009506079,0.00003247239,0.02408706,0.4541998,0.005054321,0.01847445,0.0004585856,0.4963033],"study_design_scores_gemma":[0.001884499,0.0004322235,0.2179081,0.0002378409,0.00004372911,0.0002090882,0.008013546,0.651136,0.06478189,0.04053921,0.01302891,0.00178487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840772,0.0007730246,0.001864423,0.0006907124,0.00009189924,0.00008257898,0.000003891602,0.0001864215,0.01222982],"genre_scores_gemma":[0.9991964,0.00008868178,0.0005996674,0.0000246756,0.00002218926,0.000008788918,0.000002418667,0.000008671123,0.0000484963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4945185,"threshold_uncertainty_score":0.9834991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363410178283353,"score_gpt":0.2324050646999511,"score_spread":0.2087709629171176,"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."}}