{"id":"W4409012595","doi":"10.1007/978-3-031-77937-4_3","title":"Use of Passive Berms in Basement Construction","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Berm; Geology; Basement; Geotechnical engineering; Civil engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005180446,0.0004467567,0.000613413,0.001088106,0.00001057235,0.00002371492,0.0001275193,0.0004316615,0.0001550313],"category_scores_gemma":[0.0001153807,0.0004883815,0.0001598711,0.0002737195,0.00002997427,0.00009943851,0.00003383287,0.0006874024,0.000001989131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003316453,"about_ca_system_score_gemma":0.000027178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000633515,"about_ca_topic_score_gemma":0.0006952203,"domain_scores_codex":[0.9986607,0.000005705176,0.000592089,0.0002810749,0.0002002724,0.0002601439],"domain_scores_gemma":[0.999262,0.0002673655,0.00006682541,0.0003133213,0.00004062838,0.00004980616],"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":[0.000003354759,0.000002206065,0.00007324533,0.0003738018,0.0001094928,0.00001305616,0.00005632646,0.9746131,0.0005997422,0.003089997,0.0000299401,0.02103579],"study_design_scores_gemma":[0.0003257479,0.00001779168,0.0002536826,0.001585767,0.00008653284,0.000008342575,0.000003637198,0.9850082,0.006250829,0.001039955,0.004727209,0.0006922889],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00115536,0.001529066,0.9868934,0.00005972936,0.001324576,0.000384009,0.00009083867,0.0004310682,0.008131913],"genre_scores_gemma":[0.9894168,0.0005876972,0.008689178,0.00002916703,0.000126321,0.00002861982,0.0001229404,0.0001254109,0.0008738826],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9882614,"threshold_uncertainty_score":0.9997568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008670752651777337,"score_gpt":0.1911864669335265,"score_spread":0.1825157142817492,"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."}}