{"id":"W2059864993","doi":"10.3141/2164-03","title":"Grid Types Used to Strengthen Reinforced Concrete Panels Subjected to Impact Loading","year":2010,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Retrofitting; Explosive material; Structural engineering; Materials science; Reinforced concrete; Failure mode and effects analysis; Penetration (warfare); Forensic engineering; Engineering","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003359525,0.0004071715,0.000697713,0.002056361,0.0005042673,0.000229493,0.00132394,0.0002832728,0.001400342],"category_scores_gemma":[0.0003263766,0.0003163906,0.0006508798,0.004692749,0.0002459742,0.0008548426,0.000005833515,0.003021166,0.0001534613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406583,"about_ca_system_score_gemma":0.0004869273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005097318,"about_ca_topic_score_gemma":0.0330201,"domain_scores_codex":[0.9928979,0.0004206562,0.001694245,0.0004061002,0.003318448,0.001262702],"domain_scores_gemma":[0.9938202,0.0009834463,0.0002330913,0.0006966131,0.00301745,0.001249225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002848365,0.00005085062,0.1404879,0.0003206422,0.00103856,0.0001657827,0.02152684,0.179697,0.6366619,0.001207973,0.01016985,0.005824297],"study_design_scores_gemma":[0.0015026,0.0007598628,0.9460945,0.0002757599,0.0001254676,0.000001218756,0.001533373,0.001390343,0.03503235,0.0001361023,0.012655,0.0004933944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99365,0.00003646905,0.002131782,0.001596447,0.000943246,0.001061445,0.0002826736,0.00012067,0.0001772508],"genre_scores_gemma":[0.9969206,0.000151601,0.001849968,0.00005684204,0.0003816707,0.00006568619,0.000061765,0.0001100825,0.0004018146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8056066,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06906762463641015,"score_gpt":0.3631536105978441,"score_spread":0.294085985961434,"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."}}