{"id":"W4376890852","doi":"10.21177/1998-4502-2023-15-1-67-80","title":"Geo-mechanical prediction of the brittle fracture zones in rocks in the vicinity of the excavation junction of Ltd \"Apatit\" mines","year":2023,"lang":"en","type":"article","venue":"Sustainable Development of Mountain Territories","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Brittleness; Rock mass classification; Excavation; Fracture (geology); Geotechnical engineering; Deformation (meteorology); Stress (linguistics); Mining engineering; Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007345583,0.0001352579,0.000242531,0.0001493437,0.00005460032,0.000006949747,0.0003275432,0.0001533381,0.000005395716],"category_scores_gemma":[0.0003681718,0.0000838849,0.00006194462,0.001167115,0.00005368329,0.0001156153,0.000132842,0.0002239975,1.933042e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251259,"about_ca_system_score_gemma":0.00008231174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000788404,"about_ca_topic_score_gemma":0.0003995142,"domain_scores_codex":[0.9985657,0.00005547359,0.0006299139,0.0001194128,0.0003997737,0.000229725],"domain_scores_gemma":[0.9993217,0.0001418659,0.0001237717,0.0002503969,0.0001481492,0.00001409739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001537114,0.000471959,0.05276664,0.007150658,0.0001391173,0.00000674856,0.01665983,0.8751614,0.03187615,0.006986878,0.001262736,0.007364143],"study_design_scores_gemma":[0.00101958,0.0001423032,0.6508371,0.0008528115,0.00004038694,0.000003300559,0.02468412,0.01295817,0.279384,0.01336616,0.01637427,0.0003378347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991818,0.00006960604,0.006791181,0.0003835719,0.0003733278,0.0004505291,0.00001054115,0.00004918203,0.00005407692],"genre_scores_gemma":[0.9995587,0.00001703599,0.0002007702,0.00000941184,0.00003884346,0.00005303526,0.00001384278,0.00001228661,0.00009609671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8622032,"threshold_uncertainty_score":0.3420727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006158893150521167,"score_gpt":0.188039473575,"score_spread":0.1818805804244788,"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."}}