{"id":"W3212724114","doi":"10.32920/ryerson.14656461.v1","title":"Self-healing bacterial cementitious concrete composites: development and performance evaluation","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sorptivity; Cementitious; Materials science; Self-healing; Mortar; Compressive strength; Composite material; Cracking; Cement; Medicine","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":[0.000646094,0.0003946503,0.0003086669,0.0006048388,0.0001534762,0.0002209903,0.000321984,0.0005420981,0.0007488896],"category_scores_gemma":[0.0003765524,0.0002138798,0.000263741,0.0003921864,0.0001839397,0.000337376,0.0002235611,0.0003862182,0.0002726642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892733,"about_ca_system_score_gemma":0.0002125454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004400552,"about_ca_topic_score_gemma":0.001375159,"domain_scores_codex":[0.9996262,0.00004524945,0.00002246139,0.00003999039,0.0002274705,0.00003866249],"domain_scores_gemma":[0.9994698,0.0000596203,0.0001655739,0.00003908653,0.0001543455,0.0001116261],"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":[0.0001064508,0.000190488,0.0005542538,0.000183284,0.000007492145,0.000071952,0.00004588081,0.001253172,0.9924729,0.00004773694,0.00003447666,0.005031876],"study_design_scores_gemma":[0.00001003643,0.003478211,0.004635914,0.00001277617,0.00002534632,0.0001127441,0.00004395237,0.002014834,0.9881368,0.00001348061,0.001506207,0.000009802856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938239,0.00147187,0.003432472,0.00002199735,0.000014924,0.0000902985,0.0001094582,0.0000891502,0.0009458727],"genre_scores_gemma":[0.9841948,0.001417126,0.01181799,0.00001128597,0.000007385353,0.00006769491,0.0001815996,0.00002799326,0.002274269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007488896,"threshold_uncertainty_score":0.003416955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886349297104619,"score_gpt":0.2475079327999698,"score_spread":0.2286444398289236,"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."}}