{"id":"W4412825523","doi":"10.2139/ssrn.5375453","title":"Healing Capsules in Early-Age Cementitious Composites: A Deterministic-Probabilistic Multi-Scale Approach","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Probabilistic logic; Composite material; Materials science; Scale (ratio); Computer science; Artificial intelligence; Physics","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":[0.001237988,0.0005945913,0.001090317,0.0009729114,0.0006419686,0.001361998,0.001914001,0.002069947,0.002091632],"category_scores_gemma":[0.003331138,0.001083859,0.00127489,0.0004856085,0.00211319,0.001906069,0.001590088,0.001003456,0.0002126991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346755,"about_ca_system_score_gemma":0.000720379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00377704,"about_ca_topic_score_gemma":0.003032191,"domain_scores_codex":[0.9996927,0.00008105289,0.00001585487,0.00007500586,0.00008067301,0.00005476171],"domain_scores_gemma":[0.9980502,0.0009218389,0.0005334927,0.000172343,0.0001729008,0.0001492687],"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":[0.00004774462,0.00003207982,0.0005112249,0.00008863497,0.00001808622,0.0001158031,0.00004239292,0.9523721,0.003398818,0.04004483,0.0001953229,0.00313294],"study_design_scores_gemma":[0.000004517651,0.000009183632,0.0002209011,0.000003811077,0.000006184709,0.00001347374,0.00001008078,0.9918137,0.0004037313,0.007395006,0.0001125174,0.000007042672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2144078,0.001709601,0.7715023,0.0007577573,0.00009695445,0.00009373009,0.0001920266,0.0002847658,0.01095519],"genre_scores_gemma":[0.9693906,0.0005457303,0.02502907,0.00005765999,0.00004441826,0.0000602525,0.00006277673,0.0001076697,0.004701835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00377704,"threshold_uncertainty_score":0.009771407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01694920916996898,"score_gpt":0.2524314710691731,"score_spread":0.2354822618992041,"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."}}