{"id":"W4232479793","doi":"10.1139/cgj-37-5-1131","title":"Fuzzy-based approach for determination of characteristic values of measured geotechnical parameters","year":2000,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geodetic Measurements and Engineering Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Fuzzy logic; Geology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008694888,0.0006253961,0.0008919223,0.001664841,0.0006679106,0.001098491,0.001228061,0.0009890534,0.00136069],"category_scores_gemma":[0.002187049,0.0003167243,0.0008530583,0.001048631,0.0004179111,0.0005483522,0.0004539049,0.0005237625,0.000413323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007819366,"about_ca_system_score_gemma":0.0008552815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006295239,"about_ca_topic_score_gemma":0.006651688,"domain_scores_codex":[0.9991661,0.0001397098,0.00006483344,0.0001402322,0.0004386526,0.00005048425],"domain_scores_gemma":[0.9989072,0.0004671202,0.00006913475,0.00005351171,0.0004743175,0.00002873819],"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":[0.0004835841,0.0002462032,0.002868746,0.0007383376,0.0002498289,0.0004937422,0.0004645477,0.335206,0.06565043,0.01555059,0.001872613,0.5761754],"study_design_scores_gemma":[0.0000178885,0.0001149641,0.001246965,0.00004667448,0.00007763283,0.0001575824,0.00007336542,0.98368,0.007938053,0.005331964,0.00127961,0.00003541331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01653343,0.0002604703,0.9809254,0.00002840496,0.00002495575,0.00004811108,0.00005229904,0.0001664795,0.001960474],"genre_scores_gemma":[0.5721785,0.0003388041,0.4250964,0.00005569721,0.00003953394,0.0001939544,0.0001857858,0.00002268176,0.00188865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006295239,"threshold_uncertainty_score":0.01251715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01831709166503619,"score_gpt":0.2094865976811513,"score_spread":0.1911695060161151,"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."}}