{"id":"W4402651615","doi":"10.1051/e3sconf/202456910004","title":"A probabilistic design approach to the reinforced fill over a void problem","year":2024,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Royal Military College of Canada","funders":"","keywords":"Void (composites); Probabilistic logic; The Void; Computer science; Materials science; Composite material; Artificial intelligence; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002475719,0.0001338102,0.0001864727,0.0001031021,0.0000230554,0.00007452587,0.0002498362,0.00005894428,0.00007395968],"category_scores_gemma":[0.00006211577,0.00008478721,0.00008253229,0.0004466142,0.0000334834,0.00004750576,0.00002660407,0.0001595709,0.00003295677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001459895,"about_ca_system_score_gemma":0.0001153383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003908606,"about_ca_topic_score_gemma":0.000003584823,"domain_scores_codex":[0.9992537,0.00001682614,0.0002182246,0.0001526285,0.0001776792,0.0001808703],"domain_scores_gemma":[0.9995764,0.0001167602,0.00001241659,0.0002046013,0.00003270426,0.00005707752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002026586,0.000004559009,0.000001849359,0.0002084019,0.0000663011,7.20828e-7,0.0001558381,0.9779445,0.0008613329,0.01585355,0.002376511,0.002524433],"study_design_scores_gemma":[0.0000418482,0.00003746904,0.00003951769,0.0001164741,0.00004046944,0.000001814197,0.00004591313,0.9778065,0.0005894179,0.0004637815,0.02069051,0.0001262579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01037289,0.001194335,0.9357205,0.0005106098,0.0002550351,0.0007444378,0.00002171975,0.001212719,0.04996773],"genre_scores_gemma":[0.9963502,0.00002705024,0.002814079,0.00001269817,0.00004616733,0.00009314323,0.00000390855,0.00001466608,0.0006380575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9859774,"threshold_uncertainty_score":0.3457522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683121200631855,"score_gpt":0.2079408089788059,"score_spread":0.1911095969724873,"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."}}