{"id":"W4402494678","doi":"10.1038/s41598-024-70537-w","title":"Effects of degraded durability on the long-term stability of in-service slopes with reinforced concreted support structures","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BP (Canada)","funders":"State Key Laboratory of Geomechanics and Geotechnical Engineering","keywords":"Durability; Term (time); Stability (learning theory); Degradation (telecommunications); Service life; Service (business); Computer science; Reliability engineering; Business; Engineering; Telecommunications; Machine learning; Database; Physics","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":[0.0004605293,0.0003624598,0.000293107,0.0003594488,0.0002747186,0.0003516997,0.0004231488,0.0004701024,0.0009412837],"category_scores_gemma":[0.001139948,0.0001524893,0.0003127994,0.0002145714,0.0003402185,0.0003040542,0.0003477591,0.0002910511,0.0001865755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003634334,"about_ca_system_score_gemma":0.0002162488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002661224,"about_ca_topic_score_gemma":0.003877798,"domain_scores_codex":[0.9996685,0.00005172755,0.0000245567,0.00004240458,0.0001538855,0.00005904819],"domain_scores_gemma":[0.9992169,0.0002047048,0.0002014178,0.0000866391,0.0002147256,0.0000755269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001202793,0.0003575452,0.05335215,0.0002797227,0.00008170737,0.001938214,0.0005139837,0.06634149,0.856144,0.0002361349,0.0001469116,0.01940536],"study_design_scores_gemma":[0.00002778598,0.00440581,0.1244541,0.0000408671,0.0001547892,0.001138737,0.0007841072,0.1155536,0.7521991,0.0002250078,0.0009684855,0.00004772966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991701,0.00005596567,0.0005447869,0.00000500884,0.000002734345,0.000002743157,0.0000187785,0.000009342282,0.0001906715],"genre_scores_gemma":[0.9996817,0.00002646112,0.0001456689,0.000001784402,5.348924e-7,8.596722e-7,0.00001236967,0.000001740445,0.0001288963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002661224,"threshold_uncertainty_score":0.005291462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007417790693649205,"score_gpt":0.2030405006001439,"score_spread":0.1956227099064947,"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."}}