{"id":"W4409256537","doi":"10.1007/s40891-025-00621-2","title":"Experimental and Numerical Investigations of Slab-On-Grade Reinforced with Stiff and Ductile Geogrids","year":2025,"lang":"en","type":"article","venue":"International Journal of Geosynthetics and Ground Engineering","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Terrafix Geosynthetics (Canada); McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slab; Structural engineering; Materials science; Forensic engineering; Geology; Geotechnical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004711137,0.0003964087,0.0004124129,0.0004743551,0.0005357031,0.0002861417,0.0007950701,0.0006834975,0.002224471],"category_scores_gemma":[0.001193557,0.0002442039,0.0002925907,0.0004033767,0.0009777304,0.0003963069,0.0004882919,0.0003984629,0.0002858971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00033239,"about_ca_system_score_gemma":0.0003222942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003107689,"about_ca_topic_score_gemma":0.004455593,"domain_scores_codex":[0.9995974,0.00005196149,0.00002125247,0.00006667509,0.0001679109,0.00009488885],"domain_scores_gemma":[0.998825,0.0002900749,0.000164361,0.0002405347,0.0003558683,0.0001241008],"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":[0.00138774,0.001303181,0.007366606,0.0001179442,0.00003337194,0.0003585785,0.0004177233,0.05524661,0.9285318,0.0007618582,0.0002195652,0.004255099],"study_design_scores_gemma":[0.0001566131,0.005378518,0.04091078,0.00002783635,0.00009214752,0.0002303467,0.0007162581,0.1427416,0.8081616,0.0003424878,0.001185551,0.00005625285],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986789,0.00001792634,0.0006080313,0.000007915919,0.000004803533,0.00000546419,0.00008406967,0.0000231998,0.0005697332],"genre_scores_gemma":[0.9989927,0.00001775754,0.0004260253,0.00000211418,0.000001266792,0.000005225653,0.00005862399,0.000006816225,0.0004892805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003107689,"threshold_uncertainty_score":0.00744164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004818881654058236,"score_gpt":0.2063915666233535,"score_spread":0.2015726849692952,"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."}}