{"id":"W2098790777","doi":"10.5539/mas.v3n5p199","title":"Analysis of Mixed Soil Model Characteristics","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Font; Computer science; Artificial intelligence","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":[0.0002258997,0.00009750375,0.0002081553,0.000268162,0.00005925503,0.00003155443,0.000332399,0.00004115311,0.000002372273],"category_scores_gemma":[0.000007141383,0.0001001864,0.00005099865,0.001090994,0.00005837783,0.00006380604,0.00002702835,0.00007637165,0.000003089144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004511567,"about_ca_system_score_gemma":0.00003044638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001335243,"about_ca_topic_score_gemma":0.000003786191,"domain_scores_codex":[0.9990814,0.000001572448,0.0001871032,0.0001957492,0.0002927531,0.0002413854],"domain_scores_gemma":[0.9995209,0.000007261347,0.00003699601,0.0003108683,0.0000468527,0.00007711928],"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":[0.000002627459,0.00001834896,0.0000537061,0.000004280349,0.00002221142,3.218462e-7,0.000193796,0.5524424,0.3778028,0.007871477,0.000002655014,0.06158533],"study_design_scores_gemma":[0.00005801788,0.000006158696,0.004925627,0.00000182527,0.00006577092,1.579977e-7,0.000007851801,0.9877067,0.004423742,0.002691241,0.000001381705,0.0001115095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6023194,0.000005630387,0.395881,0.000006216867,0.0000358053,0.00003217132,0.00001053738,0.00006654318,0.001642692],"genre_scores_gemma":[0.9988724,0.00001252093,0.001041856,0.00003692193,0.000008252591,0.000003190475,0.000005595333,0.000007595836,0.00001168594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4352643,"threshold_uncertainty_score":0.4085483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00923502204817827,"score_gpt":0.2094887047114476,"score_spread":0.2002536826632693,"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."}}