{"id":"W2297933632","doi":"10.20381/ruor-18687","title":"A semi-empirical approach for the interpretation of the bearing capacity of unsaturated soils","year":2006,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bearing capacity; Interpretation (philosophy); Soil water; Soil science; Geotechnical engineering; Environmental science; Geology; Philosophy; Linguistics","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":[0.002570999,0.0009682724,0.0006113004,0.002973093,0.0004039393,0.001458945,0.001808799,0.0007862081,0.002826728],"category_scores_gemma":[0.008983128,0.0005486944,0.0007088712,0.002219106,0.001135967,0.001587875,0.0008875871,0.0007863704,0.0008599943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007951391,"about_ca_system_score_gemma":0.0009094718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004207847,"about_ca_topic_score_gemma":0.004871692,"domain_scores_codex":[0.9990176,0.0002867283,0.0001113267,0.0001555185,0.0003859429,0.00004279177],"domain_scores_gemma":[0.9952879,0.002846615,0.0005912973,0.0003964185,0.0008272566,0.00005051999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000222949,0.0003266167,0.03027362,0.003276433,0.0003349779,0.001165514,0.002208987,0.3292967,0.03460706,0.1236712,0.007914321,0.4667017],"study_design_scores_gemma":[0.00003530661,0.0002519827,0.02086842,0.0005434838,0.0001026504,0.001291412,0.001419006,0.8453729,0.01213932,0.07334064,0.04442794,0.0002069255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02809601,0.0006692979,0.9603691,0.0001430364,0.00005376721,0.0002949384,0.0006223627,0.0006249946,0.009126477],"genre_scores_gemma":[0.5467384,0.001743496,0.4440706,0.0001360083,0.00006628859,0.0009539659,0.0007431652,0.0002849583,0.005263199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004207847,"threshold_uncertainty_score":0.01359689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04143496472905753,"score_gpt":0.2752892510921308,"score_spread":0.2338542863630733,"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."}}