{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000788766,0.0005045665,0.0004653319,0.001548255,0.0003651586,0.001200921,0.0006312396,0.0005790347,0.006467284],"category_scores_gemma":[0.004240953,0.0002488256,0.0009395999,0.001663395,0.0001655831,0.001062087,0.0004614978,0.0003648773,0.001449556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005910089,"about_ca_system_score_gemma":0.0004798115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006801851,"about_ca_topic_score_gemma":0.006991344,"domain_scores_codex":[0.9995209,0.00009822028,0.00002090411,0.0001625839,0.0001360597,0.0000613798],"domain_scores_gemma":[0.9980522,0.0008671036,0.0001648698,0.0003428751,0.0004955583,0.00007732247],"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":[0.001509582,0.0003976462,0.2664594,0.0002421729,0.0006911429,0.0005586018,0.0004294274,0.4930442,0.02138361,0.007696552,0.007094931,0.2004928],"study_design_scores_gemma":[0.00002922764,0.00009039001,0.06182537,0.00001146831,0.0000839792,0.0001428443,0.0002572468,0.9246741,0.006483454,0.001652663,0.00470088,0.00004836328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8594925,0.00007774906,0.125239,0.00008615357,0.00004137795,0.00006009742,0.005629667,0.002378128,0.006995354],"genre_scores_gemma":[0.9808601,0.00001728809,0.01400706,0.000009598718,0.000006945823,0.00002850651,0.002973211,0.0002973428,0.001800031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006801851,"threshold_uncertainty_score":0.02163523,"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."}}