{"id":"W2085130664","doi":"10.1007/s10706-013-9697-4","title":"Umbrella Arch Nomenclature and Selection Methodology for Temporary Support Systems for the Design and Construction of Tunnels","year":2013,"lang":"en","type":"article","venue":"Geotechnical and Geological Engineering","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Arch; Selection (genetic algorithm); Engineering; Construction engineering; Class (philosophy); Process (computing); Civil engineering; Computer science; Operations research; Artificial intelligence","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":[0.003445234,0.0007750383,0.0006129798,0.005321039,0.002590028,0.003583007,0.002107013,0.0009334908,0.009632128],"category_scores_gemma":[0.007361315,0.000551683,0.001258922,0.003951053,0.0009601086,0.001667357,0.001659163,0.001184501,0.003177524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111652,"about_ca_system_score_gemma":0.003634132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005722143,"about_ca_topic_score_gemma":0.01312088,"domain_scores_codex":[0.9968494,0.001030348,0.0004577504,0.000380229,0.001018598,0.0002637137],"domain_scores_gemma":[0.9960581,0.0006642103,0.0003377805,0.0007900879,0.001976439,0.0001734337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002451134,0.0001713796,0.01060568,0.0005703695,0.00006616688,0.0003286871,0.003022242,0.03632229,0.0309682,0.2583726,0.01751337,0.6418139],"study_design_scores_gemma":[0.00008309544,0.0004566615,0.01584164,0.000857916,0.0003084377,0.001242018,0.005067416,0.422292,0.05596909,0.1180645,0.3795984,0.0002187324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01406319,0.0001140612,0.9729779,0.00006754792,0.00007073468,0.000225541,0.000755166,0.0008679449,0.01085792],"genre_scores_gemma":[0.05747213,0.0001201496,0.935125,0.00004006123,0.00002511948,0.0003655319,0.00120577,0.0004526535,0.005193582],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009632128,"threshold_uncertainty_score":0.03222275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03541483896809035,"score_gpt":0.231792527229582,"score_spread":0.1963776882614917,"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."}}