{"id":"W4412838540","doi":"10.1201/9781003595120-194","title":"Effect of climate change on dynamic stability of pile foundations","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pile; Stability (learning theory); Climate change; Environmental science; Geotechnical engineering; Geology; Computer science; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007829135,0.0001321913,0.0001014483,0.0002797478,0.0001815806,0.0003463046,0.000184882,0.0002106022,0.002038185],"category_scores_gemma":[0.0002216667,0.00005388792,0.0001561856,0.0003217962,0.0002369446,0.000245246,0.0002968074,0.0001314696,0.0003675174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002805938,"about_ca_system_score_gemma":0.0001133765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131777,"about_ca_topic_score_gemma":0.001534538,"domain_scores_codex":[0.9999532,0.000008465049,0.000001209584,0.000008771773,0.00001704229,0.00001137938],"domain_scores_gemma":[0.999911,0.00004844183,0.00001516858,0.00000607067,0.00001271382,0.000006670991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005696735,0.0001581962,0.04173927,0.0004648467,0.00008664562,0.002934024,0.0006299928,0.4591663,0.2141827,0.02451779,0.004559585,0.2509908],"study_design_scores_gemma":[0.00002387029,0.0007913256,0.3647775,0.0002395388,0.0001449657,0.002933734,0.001846327,0.4087504,0.1565502,0.0241604,0.03960001,0.0001816173],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9318492,0.00263449,0.008022595,0.0002733184,0.00005237208,0.00001044838,0.0004500287,0.0001095503,0.05659804],"genre_scores_gemma":[0.995717,0.0008192227,0.0004623006,0.00001347548,0.000006805345,0.000002352549,0.00008140626,0.00001008334,0.002887339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002038185,"threshold_uncertainty_score":0.006818414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263008880695251,"score_gpt":0.2769136858456197,"score_spread":0.2342835970386671,"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."}}