{"id":"W2945402834","doi":"","title":"FDEM Tunnel Excavation Modelling in Layered Rock","year":2018,"lang":"en","type":"article","venue":"ISRM International Symposium - 10th Asian Rock Mechanics Symposium","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Excavation; Geology; Mining engineering; Geotechnical engineering; Forensic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000309641,0.0004549046,0.0007308105,0.0003742028,0.0003710942,0.001105153,0.001229076,0.002034658,0.002651957],"category_scores_gemma":[0.001279097,0.0005875802,0.0006985069,0.0005458606,0.0006102514,0.0007450834,0.0008695749,0.0005912782,0.0003978882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003701349,"about_ca_system_score_gemma":0.000764047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01287836,"about_ca_topic_score_gemma":0.006219379,"domain_scores_codex":[0.9998128,0.00005109066,0.00001418497,0.00003117069,0.00005917934,0.00003161081],"domain_scores_gemma":[0.9996217,0.0001935518,0.00004324572,0.00003448244,0.00008209953,0.00002487875],"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":[0.00002238867,0.00001124939,0.0003562505,0.00003066228,0.000007339659,0.00008679469,0.0000340394,0.9945739,0.0009268842,0.001139935,0.0001278407,0.002682667],"study_design_scores_gemma":[0.000004047636,0.000006905541,0.0001234717,0.000005302317,0.000002069792,0.00001959461,0.00001502344,0.9992011,0.0001696566,0.0002047249,0.0002439951,0.000004105617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2494281,0.0008502038,0.7244737,0.000407279,0.00013643,0.0000983353,0.0005661696,0.0007401351,0.02329962],"genre_scores_gemma":[0.9547853,0.000378493,0.03541016,0.00004570304,0.00001876594,0.00007419249,0.0002501061,0.00008678175,0.008950475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01287836,"threshold_uncertainty_score":0.02560681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144470812830779,"score_gpt":0.217461674400386,"score_spread":0.2060169662720782,"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."}}