{"id":"W4366506735","doi":"10.11159/icgre23.135","title":"Suitability of Laboratory Compaction Procedure for Secondary Materials","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Powder Metallurgy Techniques and Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compaction; Computer science; Geotechnical engineering; Geology","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":[0.001595706,0.0006934967,0.0004820723,0.0006827651,0.0004938163,0.0006086372,0.0008350437,0.0006291725,0.002385561],"category_scores_gemma":[0.003389587,0.0002573284,0.0005879735,0.0006341297,0.0006126705,0.0004547902,0.0005013544,0.0004826026,0.001711196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003232195,"about_ca_system_score_gemma":0.0005285157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156528,"about_ca_topic_score_gemma":0.002282716,"domain_scores_codex":[0.996723,0.0007207475,0.0003653775,0.0008243016,0.001231206,0.0001353566],"domain_scores_gemma":[0.9975178,0.0006309224,0.0005542365,0.0005205668,0.0006861683,0.0000902677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006268703,0.0003282084,0.01134083,0.0003485929,0.00004481507,0.0002450595,0.0002191291,0.0004793939,0.945913,0.0002004295,0.0005107544,0.03974303],"study_design_scores_gemma":[0.00003392207,0.003733694,0.02601428,0.00006417932,0.0001565453,0.001006588,0.0002425544,0.00214723,0.9574236,0.0001648163,0.008951168,0.00006139817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7781059,0.00290001,0.2056443,0.0004184534,0.0004664327,0.002460537,0.002157724,0.001590882,0.006255781],"genre_scores_gemma":[0.8066142,0.001750234,0.1798671,0.0002892196,0.0001851784,0.001881341,0.003136368,0.0003018211,0.005974537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002385561,"threshold_uncertainty_score":0.008439004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005984798766499229,"score_gpt":0.1988444503968708,"score_spread":0.1928596516303715,"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."}}