{"id":"W4414802989","doi":"10.1007/978-3-031-92119-3_16","title":"Centrifuge Testing for Assessing Rain-Induced Slope Instability","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in Science, Technology & Innovation/Advances in science, technology & innovation","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Centrifuge; Replicate; Slope stability; Warning system; Void (composites); Resilience (materials science); Climate change","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","sts","research_integrity"],"consensus_categories":["bibliometrics","sts","research_integrity"],"category_scores_codex":[0.004972733,0.001198407,0.001426436,0.05391548,0.001407051,0.0003039937,0.005067301,0.002186932,0.00001612659],"category_scores_gemma":[0.01113783,0.001286661,0.00008241054,0.1296225,0.01077318,0.007761399,0.001074401,0.003422758,0.00001179493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002735942,"about_ca_system_score_gemma":0.00238823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003072706,"about_ca_topic_score_gemma":0.00009267703,"domain_scores_codex":[0.9900517,0.00002098426,0.003440533,0.002891094,0.001376432,0.00221924],"domain_scores_gemma":[0.9905456,0.0004966107,0.001418121,0.002356469,0.005117435,0.00006572132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001447674,0.00005298479,0.007002917,0.000150524,0.000009843588,0.00001091452,0.00003820182,0.001847027,0.04346326,0.6060403,0.00002556114,0.341344],"study_design_scores_gemma":[0.001832541,0.0002942251,0.0006449911,0.001896207,0.00003333681,0.00005733757,0.0007285652,0.006055736,0.07299215,0.7974487,0.1158635,0.00215273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5033279,0.009735737,0.02407381,0.002602344,0.01055652,0.005341348,0.0001272551,0.006602886,0.4376322],"genre_scores_gemma":[0.9297394,0.001078676,0.06625307,0.0003207371,0.0001577785,0.0008070623,0.00009010279,0.000124877,0.001428272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4362039,"threshold_uncertainty_score":0.999893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908159985189418,"score_gpt":0.3015047710233054,"score_spread":0.2824231711714112,"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."}}