{"id":"W2625900864","doi":"10.4225/03/58900f9b351bb","title":"A study of the failure of buried reticulation pipes in reactive soils","year":2017,"lang":"en","type":"dissertation","venue":"Figshare","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Geotechnical engineering; Hydric soil; Soil water; Shrinkage; Geology; Engineering; Forensic engineering; Environmental science; Geography; Mathematics; Statistics; Soil science; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003352424,0.0002677882,0.0003514649,0.0004301253,0.0003798,0.0002567579,0.0004474745,0.0004546328,0.0006011022],"category_scores_gemma":[0.0005751068,0.0002245401,0.0002813197,0.0004250215,0.0003949266,0.0002913125,0.0001983591,0.0002807212,0.0001724475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003794318,"about_ca_system_score_gemma":0.0002202258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007416011,"about_ca_topic_score_gemma":0.006947729,"domain_scores_codex":[0.9998261,0.0000322739,0.00001029217,0.00003887699,0.00005602431,0.00003647972],"domain_scores_gemma":[0.9996061,0.0001757486,0.00008196494,0.00003052309,0.0000740118,0.00003174801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009124897,0.001151229,0.2453495,0.0006494594,0.0001414859,0.004979049,0.003869971,0.2142674,0.4732813,0.00172047,0.0005559413,0.0531217],"study_design_scores_gemma":[0.00003249432,0.005292219,0.6278589,0.00003752041,0.00006036233,0.0009322294,0.002877388,0.2857164,0.07508053,0.0004771178,0.001561613,0.00007323924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993532,0.00001301454,0.0003789551,0.000004210709,7.75148e-7,0.000004140256,0.00002495908,0.000005390219,0.0002152477],"genre_scores_gemma":[0.9989867,0.00004785224,0.0004358978,0.00000173117,0.00000122552,0.000005352625,0.00004127084,0.000001750531,0.0004783023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007416011,"threshold_uncertainty_score":0.01474571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401122006214121,"score_gpt":0.2397752742297972,"score_spread":0.225764054167656,"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."}}