{"id":"W4244947500","doi":"10.32920/ryerson.14665752","title":"Self-healing cementitious composites incorporating innovative materials","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Self-healing; Materials science; Durability; Shrinkage; Composite material; Composite number; Cement; Cementitious; Curing (chemistry); Expansive; Compressive 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004494308,0.0002962198,0.0003919335,0.00006284859,0.0002257532,0.0004941726,0.0004055185,0.000231018,0.0205591],"category_scores_gemma":[0.00002691036,0.0003135495,0.00004309531,0.0003737517,0.0001682479,0.0001502845,0.002753327,0.0002185723,0.0005780867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003718419,"about_ca_system_score_gemma":0.00006436033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006836348,"about_ca_topic_score_gemma":0.00006295261,"domain_scores_codex":[0.9978747,0.0001519901,0.000766365,0.0007156946,0.0002556581,0.0002355918],"domain_scores_gemma":[0.9986684,0.00003730631,0.0005761393,0.0005811547,0.00008302928,0.00005395626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000303457,0.00006279522,0.001000485,0.0001135872,0.00004693864,0.000003616062,0.0001834283,0.0005323696,0.9948167,0.001668586,0.001250748,0.0003177623],"study_design_scores_gemma":[0.0001708153,0.00001158505,0.000636915,0.00009045006,0.00003429634,0.00002870298,0.0001797245,0.000150689,0.9919629,0.003762397,0.002437821,0.0005337559],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636111,0.00001450903,0.01351583,0.000223658,0.001191061,0.0008450068,0.000123417,0.0003535476,0.02012187],"genre_scores_gemma":[0.6792511,0.0000164133,0.3194512,0.0003021158,0.0001394355,0.0001378364,0.0004963815,0.0000284412,0.0001770199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3059354,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295853160909491,"score_gpt":0.2475595056837204,"score_spread":0.2346009740746255,"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."}}