{"id":"W2153165521","doi":"10.5539/jgg.v5n2p99","title":"Important Properties of Clay Content of Lateritic Soils for Engineering Project","year":2013,"lang":"en","type":"article","venue":"Journal of Geography and Geology","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kaolinite; Soil water; Clay minerals; Illite; Muscovite; Biotite; Geology; Quartz; Cohesion (chemistry); Petrography; Parent rock; Schist; Mineralogy; Geochemistry; Soil science; Metamorphic rock; Chemistry","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":[0.0001050769,0.00007435234,0.0003069849,0.0001407937,0.00001419474,0.000004727985,0.00004771981,0.00005186623,0.00001016448],"category_scores_gemma":[0.00002488704,0.00005134823,0.00009718356,0.00004751759,0.00009907612,0.0000590546,0.00001485172,0.0000537161,1.11865e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001710473,"about_ca_system_score_gemma":0.000006342405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003498502,"about_ca_topic_score_gemma":0.000001163749,"domain_scores_codex":[0.9993234,0.000007591917,0.0004668981,0.00004154961,0.00004575227,0.0001148442],"domain_scores_gemma":[0.9996205,0.00002108516,0.0001251461,0.00004183713,0.0001691073,0.0000223307],"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":[0.00008504025,0.00004204087,0.02637977,0.001188489,0.0005043275,0.000002317628,0.0001918323,0.0009642817,0.9670247,0.0006279233,0.00007450566,0.002914791],"study_design_scores_gemma":[0.003958501,0.003537227,0.3484782,0.0009410898,0.0004288265,0.0009571647,0.001547836,0.005976208,0.6245141,0.006926229,0.002000251,0.000734396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959935,0.003084726,0.0004408046,0.00008098515,0.0002405295,0.0001302718,0.000003615432,0.00001107401,0.00001452747],"genre_scores_gemma":[0.9984064,0.0005967377,0.0009354052,0.000006261942,0.00003270541,0.00001424113,2.063863e-7,0.000004655682,0.000003411621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3425106,"threshold_uncertainty_score":0.209392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149444557695015,"score_gpt":0.1838564270598324,"score_spread":0.1689119712903309,"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."}}