{"id":"W4318822667","doi":"10.2139/ssrn.4231153","title":"Methodology for the Estimation of Mining Face Stresses Using Rock Core Diametrical Deformation","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Face (sociological concept); Core (optical fiber); Deformation (meteorology); Estimation; Geology; Mining engineering; Materials science; Economics; Sociology; Composite material; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.001244489,0.00008828429,0.0001520961,0.0001107855,0.0001948851,0.00001025071,0.0001958403,0.00004222406,0.00001514422],"category_scores_gemma":[0.0003187984,0.00006922404,0.00008892575,0.0003230037,0.000006983583,0.00008384473,0.00004604918,0.0007967206,4.692313e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003795993,"about_ca_system_score_gemma":0.0001216201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009140675,"about_ca_topic_score_gemma":0.000008362621,"domain_scores_codex":[0.9987775,0.00003558478,0.0002770943,0.00006709333,0.0001624409,0.0006802929],"domain_scores_gemma":[0.9992366,0.000541569,0.00007914013,0.00008424962,0.00003020837,0.00002817413],"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":[0.00001182028,0.000007340817,0.0000041011,0.00001697149,0.00005117438,1.290693e-7,0.00006761428,0.9491413,0.001352333,0.004780278,0.000008968786,0.04455794],"study_design_scores_gemma":[0.0002142934,0.0001595009,0.00001088006,0.000006092263,0.00004298102,0.0001382422,0.001291069,0.9805013,0.0007653527,0.01651016,0.000279556,0.00008056565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09649365,0.001711482,0.9013547,0.00007853374,0.0001892263,0.0001169507,0.000004989097,0.00004511463,0.000005389723],"genre_scores_gemma":[0.9913631,0.0001806087,0.008344809,0.00001017784,0.0000492869,0.00001890245,0.000003860045,0.00001706667,0.00001215695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8948695,"threshold_uncertainty_score":0.3461399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04418837768458226,"score_gpt":0.2769221151758698,"score_spread":0.2327337374912875,"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."}}