{"id":"W7128735416","doi":"10.26180/4597042.v1","title":"A study of the failure of buried reticulation pipes in reactive soils","year":2017,"lang":"","type":"dissertation","venue":"Monash University","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydric soil; Stress (linguistics); Soil water; Shrinkage; Field (mathematics); Stiffness; Stress field; Landslide; Failure mechanism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001139394,0.0002925878,0.0005628021,0.0002461969,0.0001576615,0.00001469241,0.0006293479,0.000439123,0.00001656489],"category_scores_gemma":[0.0001346432,0.0002834196,0.0001804447,0.0003097593,0.00008039246,0.0001472667,0.00007336817,0.0006197568,4.850706e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189575,"about_ca_system_score_gemma":0.00006708603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002399294,"about_ca_topic_score_gemma":0.00315838,"domain_scores_codex":[0.9987962,0.00008927395,0.0003343358,0.0002969581,0.000285768,0.0001974244],"domain_scores_gemma":[0.9985979,0.0001049603,0.0004011963,0.0007101301,0.0001426802,0.00004318694],"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":[0.0004280571,0.0005526748,0.008896844,0.001011723,0.0005575456,0.00003066075,0.02035323,0.9433989,0.02067418,0.002708187,0.00007654268,0.001311493],"study_design_scores_gemma":[0.00202486,0.0002103787,0.9627504,0.0007419615,0.0003940883,0.000001541807,0.01767188,0.009759029,0.004993814,0.0007718162,0.0002149162,0.000465251],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995805,0.00004328772,0.00009923498,0.00004444085,0.0002710109,0.0005490051,0.00002413728,0.00002444176,0.003139403],"genre_scores_gemma":[0.9989022,0.0000174425,0.00004371666,3.343295e-7,0.00002649082,9.163651e-7,0.00002244134,0.00002028816,0.000966183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9538536,"threshold_uncertainty_score":0.9999618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007155056711513091,"score_gpt":0.1985095346470981,"score_spread":0.191354477935585,"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."}}