{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003511889,0.001455747,0.0006087155,0.001927795,0.01883056,0.006351296,0.002884815,0.003104523,0.009017058],"category_scores_gemma":[0.005491089,0.001221617,0.0006865941,0.001894939,0.009132603,0.001722465,0.007147616,0.004088173,0.002358591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01676699,"about_ca_system_score_gemma":0.02673463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.618787,"about_ca_topic_score_gemma":0.8806657,"domain_scores_codex":[0.9913971,0.0007589016,0.0001422013,0.0006786631,0.004693468,0.00232964],"domain_scores_gemma":[0.9933974,0.0005265475,0.0002071553,0.0004493687,0.002477299,0.00294233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005751491,0.001077857,0.04742451,0.0006085083,0.0001074086,0.01873264,0.4654576,0.005878503,0.01774738,0.03938643,0.09495994,0.308044],"study_design_scores_gemma":[0.00001944763,0.0005377497,0.02851462,0.0003150542,0.00005975241,0.004136783,0.3485364,0.002032005,0.007494893,0.001442074,0.6065225,0.0003887919],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8813455,0.001544447,0.004079913,0.00612648,0.0003177222,0.0002336127,0.0003003349,0.0002663753,0.1057858],"genre_scores_gemma":[0.8301652,0.002052474,0.006289138,0.001071462,0.00005490212,0.00008725972,0.0003866335,0.0002830735,0.1596097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.381213,"threshold_uncertainty_score":0.7669161,"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."}}