{"id":"W4229078347","doi":"10.1139/cgj-2021-0297","title":"Impact of fines on the accumulated strain of unsaturated road base aggregate under cyclic loadings","year":2022,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suction; Geotechnical engineering; Strain (injury); Materials science; Aggregate (composite); Base (topology); Composite material; Geology; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004540759,0.0001799602,0.0002552923,0.0003038374,0.0001654628,0.00002289572,0.0003909256,0.0001255869,0.0005641976],"category_scores_gemma":[0.0002320612,0.0001379365,0.0002177016,0.0007662812,0.00006885036,0.00005342028,0.00002840459,0.0009969567,0.000002883609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005102939,"about_ca_system_score_gemma":0.0002359283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004676392,"about_ca_topic_score_gemma":0.0003723697,"domain_scores_codex":[0.9986909,0.00007461799,0.0004472303,0.0001227877,0.0002823729,0.000382063],"domain_scores_gemma":[0.9990866,0.0001149396,0.0001042522,0.0002813124,0.00008636815,0.0003265792],"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":[0.00001171637,0.00001744621,0.00002771243,0.000009012261,0.00005962412,0.00001638508,0.00003492117,0.985006,0.01184088,0.0002430293,0.0004983013,0.002235007],"study_design_scores_gemma":[0.0006304369,0.0005109038,0.03151777,0.0001275622,0.00004795526,0.0002285031,0.0000947335,0.9630927,0.001320923,0.001152358,0.0008799153,0.0003962712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972454,0.0001596975,0.001396304,0.000522962,0.000147844,0.0001525881,0.0001657828,0.0001056408,0.00010383],"genre_scores_gemma":[0.9997844,0.00002887919,0.00001727045,0.00005885683,0.00002920659,0.000007435131,0.00001805364,0.00003572989,0.0000202113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03149006,"threshold_uncertainty_score":0.7069337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571768309362098,"score_gpt":0.2264053601841932,"score_spread":0.2106876770905723,"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."}}