{"id":"W2335556040","doi":"10.1061/40971(310)81","title":"Egyptian Collapsible Soils and Their Improvement","year":2008,"lang":"en","type":"article","venue":"GeoCongress 2008","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Arid; Soil water; Geology; Geotechnical engineering; Mining engineering; Soil science","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":[0.00003453852,0.0001302561,0.0001652369,0.00003666,0.0001469213,0.00001729968,0.00006048079,0.00005076741,0.0001294124],"category_scores_gemma":[0.000005386162,0.0001040472,0.00002767432,0.00006632179,0.0001169884,0.00006046902,0.00005098256,0.00005854952,0.00004473887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001183416,"about_ca_system_score_gemma":0.000007748933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002821427,"about_ca_topic_score_gemma":0.00001599813,"domain_scores_codex":[0.9994491,0.000006025715,0.0001451728,0.0001259494,0.00006136633,0.0002124301],"domain_scores_gemma":[0.9997527,0.00001257568,0.00001712178,0.0001312631,0.00002743445,0.00005890997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001168452,0.0002319235,0.01558359,0.0009699909,0.001022607,0.0002249366,0.003424532,0.01437774,0.3972887,0.003005762,0.1377397,0.4260137],"study_design_scores_gemma":[0.004226787,0.0005021108,0.04772141,0.0001811564,0.00006339528,0.001073122,0.001623046,0.01164379,0.5242826,0.005782345,0.4004315,0.002468731],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933409,0.001261129,0.0001970638,0.0001096596,0.0005773557,0.0001640979,0.00002374581,0.000324056,0.004001976],"genre_scores_gemma":[0.997991,0.001108347,0.0001745629,0.00004305169,0.00008368221,0.00005148273,0.000002419156,0.00001306511,0.0005324324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4235449,"threshold_uncertainty_score":0.4242922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008755334153566212,"score_gpt":0.1722097608810838,"score_spread":0.1634544267275175,"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."}}