{"id":"W2762433172","doi":"10.36487/acg_rep/1710_0.2_potvin","title":"The need for new technology to optimise the engineering design of ground support systems in underground mines","year":2017,"lang":"en","type":"article","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Minerals Research Institute of Western Australia; Australian Centre for Geomechanics","keywords":"Benchmarking; Common ground; Current (fluid); Engineering; Construction engineering; Systems engineering; Computer science; Electrical engineering; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01000778,0.00109727,0.001374181,0.002135109,0.0005721424,0.004082134,0.002340591,0.002309047,0.007076951],"category_scores_gemma":[0.0107559,0.0009292242,0.001194777,0.001618699,0.00196446,0.00807975,0.001938999,0.003659972,0.002260354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00323287,"about_ca_system_score_gemma":0.004508688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005220156,"about_ca_topic_score_gemma":0.009526026,"domain_scores_codex":[0.9934169,0.001281103,0.0004460232,0.0003352956,0.004272913,0.000247831],"domain_scores_gemma":[0.9910989,0.00356746,0.0007426035,0.0008673986,0.003464678,0.0002589145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008231569,0.0001274732,0.002098341,0.006920929,0.0001515222,0.0001880182,0.0007198487,0.119105,0.02518059,0.08111366,0.01172363,0.7525886],"study_design_scores_gemma":[0.00007751454,0.0006476129,0.003796728,0.00570873,0.0002039286,0.0005728003,0.002027578,0.07732269,0.01613584,0.09999198,0.7933135,0.0002010478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01697246,0.1394773,0.774044,0.02258724,0.002504775,0.0002589067,0.0002633116,0.0009601695,0.04293182],"genre_scores_gemma":[0.1141242,0.1481597,0.7201463,0.003211815,0.001068092,0.0002883459,0.0004574283,0.0005072269,0.01203691],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01000778,"threshold_uncertainty_score":0.05292684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760506483438224,"score_gpt":0.296201204169715,"score_spread":0.2585961393353327,"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."}}