{"id":"W2501152990","doi":"","title":"A Critical Look At Geotechnical Classification For Rock Strength Estimation","year":2012,"lang":"en","type":"article","venue":"46th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Geotechnical engineering; Geology; Geotechnical investigation","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":[0.0009770991,0.000844464,0.0007560521,0.0004005933,0.000734423,0.0001553598,0.0006793557,0.0009044741,0.0001750266],"category_scores_gemma":[0.0003460183,0.000943449,0.0004138404,0.0004832248,0.000004529752,0.0009139585,0.0003894858,0.000668979,0.0003583612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009021078,"about_ca_system_score_gemma":0.00009109329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006878229,"about_ca_topic_score_gemma":0.00001006105,"domain_scores_codex":[0.9952146,0.00008119467,0.0011777,0.0008893344,0.0007515526,0.00188566],"domain_scores_gemma":[0.9971901,0.0003615314,0.0002058005,0.001106072,0.0003557896,0.0007807672],"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":[0.0001100912,0.0003565248,0.000001381815,0.0005365282,0.0001358874,0.000003090271,0.0003245525,0.4466509,0.2196029,0.3267544,0.0025123,0.003011425],"study_design_scores_gemma":[0.0008247592,0.0002283154,5.338192e-7,0.0001205698,0.0002236947,0.00006354151,0.0001324838,0.9199246,0.0499372,0.0196402,0.007919062,0.0009849989],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003108162,0.000968575,0.9884974,0.0003910474,0.003664427,0.00136614,0.0002077349,0.00146276,0.0003337539],"genre_scores_gemma":[0.988139,0.0005377581,0.008526345,0.0002202137,0.0007638986,0.0008062284,0.0003666868,0.0003488341,0.0002909842],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9850309,"threshold_uncertainty_score":0.9993016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214031466573737,"score_gpt":0.2530503953561196,"score_spread":0.2316472486987459,"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."}}