{"id":"W1999474460","doi":"10.1615/ichmt.2000.thersieprocvol2.280","title":"Abstract of \"AN EXPERT SYSTEM FOR ESTIMATING SOIL THERMAL AND TRANSPORT PROPERTIES\"","year":2000,"lang":"en","type":"article","venue":"","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Saint Mary's University","funders":"","keywords":"Computer science; Transport system; Environmental science; Thermal; Soil science; Engineering; Transport engineering; Physics; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007741952,0.0001009346,0.0001559979,0.00001666978,0.00002135669,0.000006242494,0.00006735772,0.0000660707,0.00007843829],"category_scores_gemma":[0.000003311778,0.00007722678,0.00003857029,0.00003541646,0.00001074654,0.0000891359,0.000002999465,0.00006067159,0.000002767813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008678106,"about_ca_system_score_gemma":0.000003151375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005604548,"about_ca_topic_score_gemma":0.000004020842,"domain_scores_codex":[0.9994609,0.000001509115,0.0002118846,0.0001007306,0.00006532805,0.0001596536],"domain_scores_gemma":[0.9997982,0.00001407277,0.00000789467,0.0001016619,0.00001142753,0.00006672675],"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":[0.00001124187,0.00001299243,8.644365e-7,0.000505408,0.00001267422,0.000001290491,0.00008763003,0.7753391,0.09271222,0.00005866871,0.000003510119,0.1312544],"study_design_scores_gemma":[0.0002343289,0.00004425814,0.00009286954,0.000114476,0.000006150389,0.000005169648,0.00004810712,0.9448832,0.05410463,0.00001048999,0.0003165696,0.0001397594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9027645,0.0001501848,0.09393906,0.00001813734,0.00007326328,0.0002007093,0.000005107373,0.0005676013,0.002281422],"genre_scores_gemma":[0.9840631,0.000003814456,0.01577322,0.000007684876,0.00004632351,0.00003625028,0.000002168314,0.00002174324,0.0000457132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1695441,"threshold_uncertainty_score":0.3149217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069042488423632,"score_gpt":0.1860243430789501,"score_spread":0.1753339181947138,"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."}}