{"id":"W4416563914","doi":"10.1007/s11440-025-02857-8","title":"Analysis of a deep excavation project on gravelly cobble formation in Taichung based on feedback of reliable field data","year":2025,"lang":"en","type":"article","venue":"Acta Geotechnica","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Cobble; Excavation; Inclinometer; Pile; Solid mechanics; Computer simulation","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":[0.0004439608,0.000430537,0.0004800709,0.001229032,0.0004076969,0.0004121548,0.0005002453,0.0007101257,0.0007461641],"category_scores_gemma":[0.0008111653,0.0003277786,0.0004083435,0.001011767,0.0003397478,0.0004172307,0.0003553907,0.0003155982,0.0001252321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004163887,"about_ca_system_score_gemma":0.0008256001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02221028,"about_ca_topic_score_gemma":0.03559308,"domain_scores_codex":[0.9997088,0.00003404673,0.00001444222,0.000059857,0.000128714,0.00005417065],"domain_scores_gemma":[0.999216,0.0002377787,0.00008421578,0.00006925142,0.000300389,0.00009241358],"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":[0.001314777,0.0007466763,0.3444263,0.0003608591,0.000228763,0.007452967,0.001295843,0.473524,0.1013975,0.0006018355,0.001337997,0.06731248],"study_design_scores_gemma":[0.00004350953,0.000256388,0.3821059,0.00001530375,0.0000761449,0.0002509569,0.0007615202,0.6064113,0.009323136,0.0002179449,0.0004877218,0.00005025503],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972242,0.00001583139,0.002186173,0.0000165232,0.000003059139,0.000008328856,0.0001738982,0.00006587943,0.0003060923],"genre_scores_gemma":[0.9982723,0.00001235066,0.00126525,0.000001781241,0.000001444067,0.000004235583,0.0001976526,0.000007096014,0.000237943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02221028,"threshold_uncertainty_score":0.04416198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186911721271894,"score_gpt":0.2437996273904803,"score_spread":0.2319305101777613,"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."}}