{"id":"W4306938114","doi":"10.3390/ma15207355","title":"Probability Characteristics of a Crack Hitting Spherical Healing Agent Particles: Application to a Self-Healing Cementitious System","year":2022,"lang":"en","type":"article","venue":"Materials","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Skewness; Cementitious; Confidence interval; Monte Carlo method; Composite material; Self-healing; Probability distribution; Structural engineering; Geometry; Cement; Mathematics; Statistics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00144715,0.0004468328,0.0006803546,0.001026499,0.0003992371,0.0006196836,0.001456937,0.001301455,0.001347901],"category_scores_gemma":[0.004124801,0.0004328878,0.0009859542,0.0004992175,0.001215519,0.0009985912,0.0006522522,0.0007403797,0.0001971081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288703,"about_ca_system_score_gemma":0.000810981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004447531,"about_ca_topic_score_gemma":0.001636938,"domain_scores_codex":[0.9996608,0.00009344585,0.00001798661,0.00006967199,0.0001068509,0.00005117725],"domain_scores_gemma":[0.9959929,0.00265363,0.000662989,0.000272591,0.0003052418,0.000112572],"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":[0.00003007901,0.00003368188,0.001901632,0.00002323581,0.00001584578,0.0001247497,0.00005381549,0.9811214,0.004305945,0.01061604,0.00007643057,0.001697086],"study_design_scores_gemma":[0.000002495964,0.00001467982,0.0002181847,0.000001230054,0.000002325875,0.00002690648,0.000004435082,0.9985805,0.0004328806,0.0006735231,0.00003838941,0.000004527078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.530435,0.0002751192,0.4659097,0.0002641754,0.00001781784,0.0001420915,0.000170449,0.0002672242,0.002518448],"genre_scores_gemma":[0.9843026,0.0001310328,0.01395873,0.00002140543,0.000009857335,0.00008409075,0.000090904,0.00003678203,0.001364674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004447531,"threshold_uncertainty_score":0.009350181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532547477877202,"score_gpt":0.2329554263435615,"score_spread":0.2176299515647895,"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."}}