{"id":"W2929550354","doi":"10.11159/icgre19.122","title":"Using Intact Rock Brittleness for Assessing TBM Penetration","year":2019,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nazarbayev University","keywords":"Brittleness; Penetration (warfare); Geology; Geotechnical engineering; Materials science; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00007243997,0.0002357294,0.0002263118,0.0001038693,0.0001158182,0.00007871037,0.0001755198,0.00006793028,0.0000151965],"category_scores_gemma":[0.00001067004,0.0001987772,0.00007829487,0.0001036203,0.00001247991,0.0003049934,0.00006802757,0.0001786307,9.335191e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009532469,"about_ca_system_score_gemma":0.000003425284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003060153,"about_ca_topic_score_gemma":0.000002419747,"domain_scores_codex":[0.9991256,0.000001831497,0.000228814,0.0002180052,0.0001760833,0.0002496874],"domain_scores_gemma":[0.9997185,0.00004175398,0.00007846243,0.00009519477,0.00001092899,0.00005517829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001448806,0.000006621337,0.001971009,0.0005253018,0.00005205471,1.552734e-7,0.00007570301,0.401392,0.5938643,0.001020547,0.0000361427,0.001041746],"study_design_scores_gemma":[0.0003900309,0.00002234032,0.003275222,0.0003509845,0.00003760921,0.00001410581,0.000138849,0.8042592,0.190745,0.0001618852,0.0003173591,0.0002874234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99714,0.0001943098,0.0007747891,0.00001084534,0.001271775,0.0003485007,0.00001784507,0.00008933136,0.0001525817],"genre_scores_gemma":[0.9984121,0.00003664255,0.001221769,0.00001230095,0.0000786291,0.00001498864,0.000004909988,0.00005655666,0.0001621342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4031192,"threshold_uncertainty_score":0.8105897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00859416428697223,"score_gpt":0.205242371250334,"score_spread":0.1966482069633618,"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."}}