{"id":"W7084497644","doi":"10.1007/978-3-031-95288-3_18","title":"Exploring Interfaces in 3D-Printed Concrete Through Cohesive Zone Modelling","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Thermoelastic and Magnetoelastic Phenomena","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finite element method; Formwork; Tension (geology); Cohesive zone model; Compression (physics); Delamination (geology); Ultimate tensile strength","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"],"consensus_categories":[],"category_scores_codex":[0.0001225692,0.0008636109,0.0009633157,0.0006095006,0.0000273002,0.00004675067,0.0003854727,0.000466418,0.0001818205],"category_scores_gemma":[0.0001200244,0.0009838369,0.0001191306,0.000205581,0.00004539024,0.0002360481,0.0001576842,0.001708405,0.00002734728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005542147,"about_ca_system_score_gemma":0.00004941779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006128186,"about_ca_topic_score_gemma":0.000284856,"domain_scores_codex":[0.9977378,0.00001018236,0.0007397183,0.0005796141,0.0002445521,0.0006881331],"domain_scores_gemma":[0.998569,0.0007950995,0.00007269775,0.0004407211,0.0000411531,0.0000813549],"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":[0.00002014493,0.000002433326,0.000002734937,0.000613789,0.0001148827,0.00007119875,0.001135778,0.989219,0.0008658699,0.003743485,0.000009052871,0.004201642],"study_design_scores_gemma":[0.0007073014,0.00005104191,0.000007632724,0.004942651,0.00008095551,0.00001131274,0.00001562184,0.9799243,0.001905015,0.003198903,0.007899961,0.001255273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00180488,0.004781877,0.9350313,0.00002127643,0.001474556,0.0004153968,0.00003568603,0.0006126884,0.05582234],"genre_scores_gemma":[0.9835925,0.001961452,0.01185961,0.00004174811,0.0003554228,0.0001381494,0.00003941632,0.0003206339,0.001691051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9817876,"threshold_uncertainty_score":0.9992612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803163192055906,"score_gpt":0.1981626115722336,"score_spread":0.1701309796516745,"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."}}