{"id":"W4391983059","doi":"10.1016/j.trgeo.2024.101217","title":"An index based on fracture length and aperture to predict groundwater inflow rates in tunnels excavated in fractured-rock","year":2024,"lang":"en","type":"article","venue":"Transportation Geotechnics","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Inflow; Geotechnical engineering; Geology; Groundwater; Fracture (geology)","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":[0.0007184073,0.0004682399,0.0005380946,0.002262735,0.0003313289,0.0008147886,0.0004426502,0.0006134301,0.0004488315],"category_scores_gemma":[0.002279572,0.0002300106,0.0004146729,0.001143383,0.0002885112,0.0006597664,0.0004524942,0.0002698278,0.0001752026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006978445,"about_ca_system_score_gemma":0.0006289839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009727373,"about_ca_topic_score_gemma":0.01000028,"domain_scores_codex":[0.9997761,0.00003079986,0.00003052199,0.00005498503,0.00007454622,0.00003319605],"domain_scores_gemma":[0.9986766,0.0005495361,0.0002385639,0.00006787091,0.0003293171,0.0001381491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005321646,0.000384917,0.8133101,0.00005533073,0.00007417414,0.00009748352,0.0000764693,0.1365876,0.01051853,0.0002615036,0.0003741752,0.03772754],"study_design_scores_gemma":[0.00002088079,0.0002360549,0.1726627,0.000009785705,0.00003228912,0.00005909578,0.00008088451,0.8222215,0.004298362,0.0002294031,0.0001230796,0.00002594271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895348,0.00004516512,0.009459493,0.00001136813,0.000007586167,0.00001904963,0.0002985766,0.0001510231,0.0004730222],"genre_scores_gemma":[0.9961235,0.00001824913,0.003473145,0.000002366744,0.000002687059,0.000009111206,0.0002435581,0.000007491015,0.0001199501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009727373,"threshold_uncertainty_score":0.01934147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00629217722102924,"score_gpt":0.2252190316721715,"score_spread":0.2189268544511423,"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."}}