{"id":"W4220713244","doi":"10.1061/jpeodx.0000351","title":"Characteristics of Resilient Modulus of Weathered Phyllite Subgrade during Saturation Process","year":2022,"lang":"en","type":"article","venue":"Journal of Transportation Engineering Part B Pavements","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Phyllite; Geotechnical engineering; Gradation; Saturation (graph theory); Materials science; Subgrade; Modulus; Water content; Composite material; Compaction; Geology; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003522449,0.0001516002,0.0002952317,0.000267092,0.0000430723,0.000005887251,0.0001458207,0.00003225878,0.00008215305],"category_scores_gemma":[0.00001084484,0.0001601536,0.0001014991,0.0002874935,0.00001013843,0.0003011499,0.000003678026,0.0001938838,4.62635e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226712,"about_ca_system_score_gemma":0.00003166499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001226794,"about_ca_topic_score_gemma":0.000001004383,"domain_scores_codex":[0.9979494,0.00001788264,0.001081514,0.00008587637,0.0007076096,0.0001577358],"domain_scores_gemma":[0.9991127,0.00001438234,0.0005339055,0.0001176012,0.0001709894,0.00005037692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00005696383,0.00008299507,0.01570388,0.000661613,0.0001164703,0.000004335508,0.001941324,0.8651318,0.1159834,0.00001877882,0.00001660974,0.0002818958],"study_design_scores_gemma":[0.001966979,0.0003619906,0.5897907,0.0003236895,0.000184853,0.000007508688,0.0004128726,0.1089571,0.2971705,0.00001771261,0.0005035966,0.0003025484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931147,0.0001311779,0.005680731,0.000009876768,0.0007466744,0.000195221,0.00008300909,0.00002830139,0.00001035537],"genre_scores_gemma":[0.9991937,0.00009934884,0.0004712499,0.000002900014,0.00006870426,0.00002114023,0.00009154724,0.00003082879,0.00002053255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7561747,"threshold_uncertainty_score":0.6530873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00839834187558296,"score_gpt":0.2192887086895838,"score_spread":0.2108903668140008,"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."}}