{"id":"W3184463893","doi":"10.56748/ejse.131722","title":"Sustainability Considerations for Underground Concrete Manholes","year":2013,"lang":"en","type":"article","venue":"Electronic Journal of Structural Engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Sustainability; Engineering; Civil engineering; Structural engineering; Reinforced concrete; Geotechnical engineering; Forensic 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000168255,0.0002579503,0.0003481085,0.0001616262,0.00007792289,0.000112056,0.000175571,0.0001248407,0.00005904103],"category_scores_gemma":[0.0003197284,0.0002293654,0.000186393,0.0001352768,0.00003745431,0.0003952197,0.00001545259,0.0005881172,0.00000137539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004884461,"about_ca_system_score_gemma":0.000114889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001092569,"about_ca_topic_score_gemma":0.00000283763,"domain_scores_codex":[0.9984774,0.00001017725,0.0005184486,0.0001260176,0.0001750352,0.0006929256],"domain_scores_gemma":[0.9990241,0.0003029671,0.00007595937,0.0001658387,0.0002953341,0.000135778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000067653,0.000001149418,0.00001155901,0.000176753,0.0002031246,0.000003303744,0.00007438618,0.9044589,0.01190548,0.08150338,0.0004872051,0.00116798],"study_design_scores_gemma":[0.001920056,0.0005124004,0.003602728,0.00008220666,0.0001377151,0.001239798,0.0003580394,0.6031019,0.006984723,0.3773858,0.003638293,0.00103635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7348363,0.003227865,0.2592489,0.0007286759,0.0009121789,0.0005507159,0.0000068664,0.0003865726,0.0001018776],"genre_scores_gemma":[0.9949179,0.00003495415,0.004685489,0.00001839146,0.0002393993,0.00002103859,0.00000236507,0.0000486536,0.00003186315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.301357,"threshold_uncertainty_score":0.9353248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004247645574362259,"score_gpt":0.1990076742162859,"score_spread":0.1947600286419237,"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."}}