{"id":"W4402226784","doi":"10.1061/jmcee7.mteng-17700","title":"Evaluating Mechanical Properties of Lightweight Cellular Concrete Backfill with Dynamic Cone Penetration Tests","year":2024,"lang":"en","type":"article","venue":"Journal of Materials in Civil Engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Materials science; Penetration (warfare); Geotechnical engineering; Penetration test; Composite material; Durability; Structural engineering; Engineering; Asphalt","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005710568,0.0005048788,0.0001768787,0.00117903,0.0002170128,0.0001903102,0.0003039232,0.0002879441,0.001505235],"category_scores_gemma":[0.000831716,0.0001775414,0.0001933802,0.0007608577,0.0002933946,0.0003441248,0.0003251353,0.0002611435,0.0002762927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000192015,"about_ca_system_score_gemma":0.0002240642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197321,"about_ca_topic_score_gemma":0.005025879,"domain_scores_codex":[0.9993708,0.00003913435,0.00003284667,0.00005502682,0.0004511259,0.00005105279],"domain_scores_gemma":[0.9990802,0.0001729459,0.0002358967,0.00006058593,0.0003714899,0.00007881034],"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":[0.0001201047,0.00005552488,0.008002907,0.0001117367,0.000009119263,0.0002157605,0.0001976757,0.001742396,0.9732347,0.0001298668,0.0001134742,0.01606674],"study_design_scores_gemma":[0.00001179574,0.002039981,0.09465749,0.0000462699,0.00003747783,0.000587728,0.0007049362,0.00625486,0.8920434,0.0001701054,0.003395951,0.00005011712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908173,0.0003497445,0.006937359,0.0000127118,0.000009136416,0.0000486855,0.0003498973,0.00005454187,0.001420702],"genre_scores_gemma":[0.995458,0.0002043049,0.002888679,0.00001295924,0.000002796955,0.00002844445,0.0002187284,0.00001289689,0.001173148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001505235,"threshold_uncertainty_score":0.00503546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242741497937508,"score_gpt":0.2247516886250769,"score_spread":0.2123242736457018,"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."}}