{"id":"W4396227379","doi":"10.1007/s40515-024-00390-x","title":"Unique Relationship Between Optimum Compaction Properties of Fine-Grained Soils Across Rational Compactive Efforts: A Validation Study","year":2024,"lang":"en","type":"article","venue":"Transportation Infrastructure Geotechnology","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Federation University Australia","keywords":"Compaction; Soil water; Water content; Soil science; Environmental science; Conversion factor; Soil compaction; Moisture; Mathematics; Geotechnical engineering; Materials science; Geology; Physics","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":[0.0002337961,0.0002660677,0.0003284291,0.0001359182,0.0002413156,0.00003259226,0.0001809227,0.0002323553,0.0004680594],"category_scores_gemma":[0.00006473708,0.0002209169,0.00008126919,0.0005718814,0.000511974,0.0005499935,0.00003142645,0.0003980454,0.00006336335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002696565,"about_ca_system_score_gemma":0.00002329039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002954369,"about_ca_topic_score_gemma":0.0001220715,"domain_scores_codex":[0.9982679,0.00007355686,0.0005653355,0.0004098622,0.0003914158,0.0002918679],"domain_scores_gemma":[0.9993526,0.0001303208,0.000192882,0.0002460063,0.00002075433,0.00005740586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008440149,0.00009861745,0.8135195,0.00006621605,0.0001491264,0.000007393867,0.007307221,0.164307,0.01264916,0.0003021242,0.0002044447,0.001304732],"study_design_scores_gemma":[0.0005882315,0.0002764391,0.969208,0.00004107439,0.0001021735,0.000006990144,0.0009291957,0.001423753,0.02390338,0.003156044,0.0001348479,0.0002298863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827459,0.00003303723,0.01526075,0.0004395377,0.0001448794,0.0008166609,0.0001776851,0.0002599581,0.0001215686],"genre_scores_gemma":[0.9986381,0.000004353525,0.0008959964,0.00001669706,0.00003320995,0.00007440933,0.0002427377,0.00002757667,0.00006695552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1628833,"threshold_uncertainty_score":0.900873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111310312229,"score_gpt":0.2744055282338911,"score_spread":0.2532924251116011,"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."}}