{"id":"W4410706738","doi":"10.1016/j.istruc.2025.109137","title":"A general solution for predicting the interfacial debonding in plated beams","year":2025,"lang":"en","type":"article","venue":"Structures","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Materials science; Structural engineering; Composite material; Beam (structure); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000573945,0.001004596,0.0005588764,0.0008037301,0.000293529,0.0004929127,0.0009286352,0.002372037,0.00170898],"category_scores_gemma":[0.00197072,0.0005914865,0.0008599194,0.0005288898,0.0004997067,0.0007396519,0.0007450255,0.0009253968,0.0006599082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004206602,"about_ca_system_score_gemma":0.001259154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003952099,"about_ca_topic_score_gemma":0.005081874,"domain_scores_codex":[0.9997628,0.00003768323,0.0000137183,0.00005490554,0.0001091377,0.00002167684],"domain_scores_gemma":[0.9997768,0.00009619471,0.00002791026,0.0000155226,0.00007458197,0.000009059812],"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":[0.00001176852,0.00002888736,0.0006312592,0.0001237164,0.00001164993,0.00014606,0.00007714647,0.9407634,0.01982933,0.008530175,0.0004786847,0.02936805],"study_design_scores_gemma":[0.000004956435,0.00002717072,0.0002265219,0.00001324527,0.000004958798,0.00003914935,0.00002060613,0.9938875,0.002296341,0.002525108,0.0009475639,0.000006856788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02099176,0.0002277019,0.9749197,0.0001122838,0.00003262449,0.0000885737,0.0000895613,0.0002155596,0.003322185],"genre_scores_gemma":[0.487929,0.001756703,0.4848759,0.0002044277,0.0001136379,0.0006131271,0.0003523876,0.0002434724,0.0239112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003952099,"threshold_uncertainty_score":0.007858157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061867190205737,"score_gpt":0.2590739505125816,"score_spread":0.2484552786105243,"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."}}