{"id":"W2793557804","doi":"","title":"Stabilization of Natural Clay Riverbanks with Rockfill Columns: A Full-Scale Field Test and Numerical Verification","year":2011,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Geology; Scale (ratio); Field (mathematics); Full scale; Natural (archaeology); Test (biology); Petroleum engineering; Engineering; Geography; Structural engineering; Mathematics; Cartography","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":[],"consensus_categories":[],"category_scores_codex":[0.00002906105,0.0001714076,0.0002731977,0.0001151656,0.00005746688,0.000008592552,0.0001503933,0.0002643274,0.000009590419],"category_scores_gemma":[0.00002111809,0.0001998966,0.00005135449,0.0001690832,0.00004095845,0.0001078856,0.00001583369,0.0002699536,0.000001366256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004075287,"about_ca_system_score_gemma":0.00001988436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006492228,"about_ca_topic_score_gemma":0.03092639,"domain_scores_codex":[0.9994138,0.00001074785,0.0001012394,0.0001851551,0.0001601354,0.0001288908],"domain_scores_gemma":[0.9994959,0.00006330976,0.00009965128,0.0001887112,0.0001035559,0.0000488933],"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":[0.006561896,0.001494386,0.09228524,0.03098142,0.003211818,0.000153265,0.02817838,0.2301088,0.5165709,0.00595475,0.01494766,0.06955146],"study_design_scores_gemma":[0.001969297,0.001570994,0.8819461,0.0009716994,0.0007097612,0.00002847815,0.0163177,0.07830171,0.01261635,0.0003771816,0.003647821,0.001542863],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977488,0.0003985475,0.01951792,0.00002749412,0.0002031673,0.0002286584,0.00002639766,0.0001754507,0.001934358],"genre_scores_gemma":[0.9976035,0.0001296354,0.00188719,0.000001907433,0.00001445178,6.020612e-7,0.0001241724,0.00002261418,0.0002159479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7896609,"threshold_uncertainty_score":0.9867567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00428092100028434,"score_gpt":0.159064716012511,"score_spread":0.1547837950122267,"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."}}