{"id":"W2079081985","doi":"10.2749/222137809796067524","title":"ACMC – Performance Based Code for Design, Construction and Maintenance","year":2009,"lang":"en","type":"article","venue":"Report","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Celiac Association","keywords":"Serviceability (structure); Computer science; Code (set theory); Programming language; Engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000137073,0.00009438877,0.0001076706,0.0000341755,0.00005627897,0.00001731111,0.00003570026,0.00004877494,0.000002630811],"category_scores_gemma":[0.000043716,0.00008622877,0.00002111364,0.00005967169,0.00002248655,0.0000906213,0.0000030188,0.00006509233,8.446911e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004167733,"about_ca_system_score_gemma":0.00002273123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.19052e-7,"about_ca_topic_score_gemma":3.872902e-7,"domain_scores_codex":[0.9994563,0.000002694432,0.0001612209,0.0001227131,0.00006359423,0.000193479],"domain_scores_gemma":[0.9997088,0.00001606608,0.00003620281,0.0001352392,0.00006687466,0.00003682901],"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":[0.0002273513,0.00002563128,0.02553262,0.0005299514,0.00008621172,0.0003733495,0.0002908278,0.1617104,0.1420146,0.001765158,0.01471183,0.6527321],"study_design_scores_gemma":[0.002147211,0.0004546524,0.09258121,0.0004204856,0.00008020384,0.003866596,0.0001205687,0.3828392,0.3648616,0.002993776,0.1485317,0.001102793],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2871327,0.00007555315,0.7094687,0.00007843311,0.0007891682,0.0002752115,0.000004101563,0.0002447738,0.001931382],"genre_scores_gemma":[0.9112765,0.00002805556,0.08836436,0.00004499281,0.0001590392,0.00001622494,0.000004460896,0.00001192235,0.0000944799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6516293,"threshold_uncertainty_score":0.3516307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109691150447183,"score_gpt":0.2194523860416821,"score_spread":0.2083554745372103,"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."}}