{"id":"W4225145787","doi":"10.11159/icgre22.175","title":"Sludge as an Alternative to Cement for Canal Lining","year":2022,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cement; Environmental science; Computer science; Materials science; Composite material","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":[0.0001483365,0.0002991688,0.0002507566,0.0005608422,0.0002780127,0.0004693848,0.0001841875,0.000385988,0.0007673333],"category_scores_gemma":[0.0002121828,0.0001423822,0.0003300199,0.0004853059,0.0002421562,0.0003128168,0.0003139602,0.0002143027,0.0002094856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045344,"about_ca_system_score_gemma":0.0003925588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004478566,"about_ca_topic_score_gemma":0.002179741,"domain_scores_codex":[0.9997794,0.00006204804,0.00001793624,0.00002881985,0.00009115664,0.00002068737],"domain_scores_gemma":[0.99985,0.00002474014,0.00005425166,0.00001528955,0.00003385099,0.0000218008],"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":[0.0002004781,0.00006378052,0.001196867,0.0003229378,0.00001281015,0.000210212,0.00004090125,0.0008994045,0.9826927,0.0001614507,0.00003939215,0.01415914],"study_design_scores_gemma":[0.00002292714,0.002480489,0.006685079,0.00004875721,0.00006784521,0.0006459903,0.0001867159,0.00220212,0.9813601,0.0001913004,0.006084138,0.00002445548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939049,0.001638109,0.003071293,0.00006977045,0.00001920564,0.00002197285,0.00004650795,0.00003850034,0.001189769],"genre_scores_gemma":[0.9925033,0.0008049505,0.005569347,0.00001827052,0.00000343929,0.000008613067,0.00003702119,0.000007279206,0.001047776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007673333,"threshold_uncertainty_score":0.002566934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006483971421250853,"score_gpt":0.2007210400206469,"score_spread":0.1942370685993961,"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."}}