{"id":"W4391546856","doi":"10.1007/978-3-031-34027-7_74","title":"Elastostatics of Spherical Capsules in Self-healing Cement Matrix","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Cement; Self-healing; Materials science; Matrix (chemical analysis); Composite material; Medicine","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":[0.0001607433,0.0003996633,0.0005393605,0.0005469376,0.00001165667,0.00003367516,0.0001507504,0.0004243042,0.000246369],"category_scores_gemma":[0.00004108197,0.0004497335,0.00008369255,0.0002276093,0.00002279501,0.00004862804,0.00005210272,0.0006953866,0.00001920025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000316195,"about_ca_system_score_gemma":0.00004243814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000115661,"about_ca_topic_score_gemma":0.00008848649,"domain_scores_codex":[0.9984232,0.00000481497,0.0008082617,0.0002542414,0.0002145646,0.0002949256],"domain_scores_gemma":[0.9994561,0.0001487346,0.00006489412,0.0002555898,0.00004302241,0.0000316369],"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":[0.000003876943,0.000003552701,0.000014647,0.00170731,0.000107448,0.00004014617,0.0003277199,0.9678854,0.006147971,0.0215076,0.00002710391,0.002227215],"study_design_scores_gemma":[0.001299665,0.0001444873,0.00003732559,0.008371654,0.0003004949,0.0001415765,0.00003987386,0.8000615,0.03779439,0.04898697,0.09956338,0.003258665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02922855,0.02823352,0.7677894,0.0002451795,0.01720004,0.00225746,0.0004955371,0.003376972,0.1511734],"genre_scores_gemma":[0.9386455,0.0009714206,0.05807824,0.00003101843,0.0007408948,0.00005608696,0.00008128288,0.0004087172,0.0009868062],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.909417,"threshold_uncertainty_score":0.9997954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00672610887736635,"score_gpt":0.2128528035298476,"score_spread":0.2061266946524812,"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."}}