{"id":"W4206103979","doi":"10.33915/etd.10199","title":"Investigation of Foundation Failures","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foundation (evidence); Engineering; Action (physics); Durability; Construction engineering; Structural engineering; Forensic engineering; Computer science; Political science; Physics; Law","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":[0.0000385296,0.0001091954,0.0001871106,0.0001196022,0.000009595356,0.00001446172,0.00005809545,0.0001660374,0.0002436338],"category_scores_gemma":[0.00002674805,0.0001137105,0.00008670847,0.000236087,0.000005216678,0.00003808728,0.000002734033,0.000126091,0.00001420954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001667338,"about_ca_system_score_gemma":0.00001651153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004510493,"about_ca_topic_score_gemma":0.00007432353,"domain_scores_codex":[0.9994998,0.000004913476,0.0002124153,0.00009126605,0.0001221465,0.00006948832],"domain_scores_gemma":[0.9997239,0.00001581373,0.00003101547,0.0001324723,0.00006922321,0.00002761498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004011423,0.00001001262,0.00007403112,0.003251767,0.0005521877,0.00000368879,0.000584907,0.670939,0.2825586,0.004442837,0.002869669,0.03470936],"study_design_scores_gemma":[0.0002563283,0.00003158762,0.005126822,0.0008189696,0.0004596326,0.000001775058,0.001141414,0.3844552,0.5974913,0.001567959,0.007700264,0.0009486858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8477563,0.002828034,0.07367234,0.0001241232,0.00232289,0.0003387316,0.00001522138,0.0023832,0.07055917],"genre_scores_gemma":[0.9914317,0.0001130675,0.001545271,0.000003118304,0.00004388767,0.00001082236,0.001925053,0.00002994485,0.004897195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3149328,"threshold_uncertainty_score":0.4636981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006841652674249893,"score_gpt":0.1987322629932561,"score_spread":0.1918906103190062,"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."}}