{"id":"W1980003996","doi":"10.1617/s11527-011-9729-6","title":"Novel water permeability device for reinforced concrete under load","year":2011,"lang":"en","type":"article","venue":"Materials and Structures","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Materials science; Serviceability (structure); Cracking; Durability; Composite material; Solid mechanics; Structural engineering; Reinforcement; Permeability (electromagnetism); Ultimate tensile strength; Reinforced solid; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002997375,0.0002497684,0.0003403513,0.00004099297,0.00009022264,0.0001057625,0.000120983,0.0001291456,0.001441416],"category_scores_gemma":[0.00002730972,0.0001759742,0.00003367211,0.00002974691,0.00008337609,0.0001613552,0.00005775489,0.00003952653,0.00000908848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004500039,"about_ca_system_score_gemma":0.00001315696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007033924,"about_ca_topic_score_gemma":0.000001653289,"domain_scores_codex":[0.9989051,0.00001608769,0.0004041376,0.0002033604,0.0001133692,0.0003579838],"domain_scores_gemma":[0.9995434,0.00002277945,0.00004337611,0.0002094972,0.000129127,0.00005184651],"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":[0.00009137861,1.592706e-7,0.000004890871,0.0002669156,0.00005078414,4.129357e-7,0.0006599807,0.00006436241,0.9847745,0.01395891,0.00007641425,0.0000512613],"study_design_scores_gemma":[0.0006348541,0.0000532551,0.0007820349,0.00001284343,0.00002250497,0.000007333411,0.00006366159,0.0002362294,0.9951444,0.001333063,0.001431738,0.0002780832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935808,0.0000255172,0.003082261,0.00001130595,0.0008695508,0.0004741094,0.000153149,0.000163792,0.001639536],"genre_scores_gemma":[0.996991,0.000009330662,0.002421793,0.0001577893,0.0001524389,0.00005899388,0.00006298176,0.00003917447,0.0001065097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01262585,"threshold_uncertainty_score":0.9994714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165668899311287,"score_gpt":0.2325030942952578,"score_spread":0.2008464053021449,"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."}}