{"id":"W1596352941","doi":"","title":"흙-시멘트 혼합재료의 도로포장 적용을 위한 기초연구","year":2010,"lang":"ko","type":"article","venue":"한국지반신소재학회 학술발표회","topic":"Ecology and Conservation Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cement; Geotechnical engineering; Soil cement; Frost (temperature); Environmental science; Frost weathering; Shrinkage; Frost heaving; Pile; Geology; Soil water; Materials science; Soil science; Metallurgy; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004793909,0.0003449446,0.0004214469,0.00002678887,0.00103941,0.0001307308,0.0005545224,0.0005393329,0.009688899],"category_scores_gemma":[0.0003119253,0.0001569922,0.0002269645,0.0004842492,0.0005286156,0.0002199381,0.0002773132,0.0007522478,0.003189014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798689,"about_ca_system_score_gemma":0.00004108591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003529806,"about_ca_topic_score_gemma":0.007014256,"domain_scores_codex":[0.9978567,0.0001320214,0.0004542098,0.0006182027,0.0002668683,0.0006720341],"domain_scores_gemma":[0.998603,0.0005584803,0.0002122818,0.0001959022,0.0002258474,0.0002045289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000858522,0.0004884906,0.7496679,0.00003133384,0.0001914287,0.00004975876,0.0006142452,0.000001005077,0.07286711,0.02642881,0.07925472,0.07031931],"study_design_scores_gemma":[0.0002251914,0.0002094691,0.6996928,0.00001548215,0.00004696534,0.00001514041,0.0005678635,0.00002331317,0.0007406854,0.003459942,0.2946495,0.0003535304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477369,0.0005546824,0.000002561686,0.02865315,0.00278928,0.0002660587,0.0000629957,0.0001380787,0.01979627],"genre_scores_gemma":[0.9693468,0.0002908314,0.0001046086,0.004254425,0.001435945,0.00004415345,0.00003826749,0.00000327033,0.02448169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2153948,"threshold_uncertainty_score":0.9975871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315138868722124,"score_gpt":0.2301783282793542,"score_spread":0.207026939592133,"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."}}