{"id":"W2102265870","doi":"10.1139/t10-017","title":"A sequential method for selecting parameter values in the Barcelona basic model","year":2010,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Isotropy; Selection (genetic algorithm); Simplicity; Mathematics; Statistics; Degrees of freedom (physics and chemistry); Mathematical optimization; Computer science; Applied mathematics; Artificial intelligence; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009265082,0.0001346209,0.0001461252,0.000192977,0.0001767421,0.0001367339,0.0003464708,0.0002389204,0.0000335853],"category_scores_gemma":[0.0002593979,0.0001017782,0.0001146412,0.0002258891,0.00002887845,0.00009925693,0.000007303453,0.001668424,0.000004481185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158261,"about_ca_system_score_gemma":0.0002512309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166578,"about_ca_topic_score_gemma":0.01653047,"domain_scores_codex":[0.9989282,0.00004594344,0.0002426743,0.0001265555,0.0001312908,0.0005253399],"domain_scores_gemma":[0.9992421,0.0002207662,0.00002331838,0.0001639931,0.00005107793,0.0002987229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001849302,0.00001580887,0.00008406807,0.00002212803,0.00005918736,0.00009613873,0.0006355206,0.8816943,0.01427421,0.001179855,0.0111666,0.09075369],"study_design_scores_gemma":[0.0002394221,0.00001910086,0.000196497,0.00001296419,0.00001870234,0.0004768751,0.00003547336,0.9838322,0.0003663169,0.008473583,0.006177009,0.0001518758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3931221,0.000175535,0.6006032,0.002930953,0.001245019,0.000489241,0.00004007921,0.0001787216,0.001215097],"genre_scores_gemma":[0.967786,0.000008004241,0.03102442,0.0006846901,0.0004024949,0.00002767356,0.000003524698,0.00003193414,0.00003125614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5746639,"threshold_uncertainty_score":0.9224393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967609399817428,"score_gpt":0.2588751144947684,"score_spread":0.2391990204965941,"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."}}