{"id":"W4412904885","doi":"10.1088/1755-1315/1523/1/012041","title":"Development of a PPV-strain-based approach for monitoring clay softening induced by construction vibration","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports; Université de Sherbrooke","funders":"","keywords":"Vibration; Softening; Materials science; Structural engineering; Strain (injury); Composite material; Engineering; Geotechnical engineering; Physics; Acoustics; Medicine","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":[0.0002993305,0.0005918062,0.0004888577,0.001143957,0.0001758084,0.0004935017,0.0008698252,0.0006872303,0.0009208487],"category_scores_gemma":[0.000617718,0.0002920531,0.0002792796,0.0006159176,0.0002224032,0.0004311259,0.0004653361,0.0003828306,0.0003748178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003042673,"about_ca_system_score_gemma":0.000360253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477714,"about_ca_topic_score_gemma":0.002081189,"domain_scores_codex":[0.9996704,0.00003991466,0.00001813765,0.00009710356,0.000154389,0.00002004529],"domain_scores_gemma":[0.9996765,0.00008154919,0.00005364299,0.00003296001,0.0001342854,0.00002109209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002149966,0.0002488894,0.009323812,0.0003712854,0.00006517246,0.0002261661,0.0001555672,0.0724299,0.6218019,0.001303845,0.0006652544,0.2931934],"study_design_scores_gemma":[0.00001387567,0.0001604448,0.005626041,0.00001405059,0.00002562938,0.000115827,0.00004597657,0.9167739,0.07586175,0.0003565524,0.0009677977,0.00003834218],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08034729,0.0001993501,0.9161239,0.0000494769,0.00003618869,0.00008884915,0.0001560171,0.001359597,0.001639383],"genre_scores_gemma":[0.6765798,0.0001840264,0.321482,0.00004757564,0.00002460194,0.0001637767,0.000173899,0.00004952625,0.001294793],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001477714,"threshold_uncertainty_score":0.003080606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147198712636521,"score_gpt":0.1895848777725393,"score_spread":0.1781128906461741,"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."}}