{"id":"W4386155332","doi":"10.21203/rs.3.rs-3253023/v1","title":"4D evolutions of cracks, voids, and corrosion products in reinforced concrete materials","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Corrosion; Materials science; Scanning electron microscope; Cracking; Reinforced concrete; Composite material; Metallurgy","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":[0.0001497793,0.000267363,0.00014657,0.001119937,0.0001219596,0.0003395762,0.0001841398,0.0003841855,0.001475872],"category_scores_gemma":[0.0002095492,0.0002536417,0.0001623996,0.0003784905,0.0002632529,0.0002581228,0.0002041944,0.0001911203,0.0002011572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002538394,"about_ca_system_score_gemma":0.0001321526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268407,"about_ca_topic_score_gemma":0.001932426,"domain_scores_codex":[0.9998989,0.000005446731,0.000005508681,0.00001957635,0.00005872403,0.0000118319],"domain_scores_gemma":[0.9997839,0.00003096217,0.00007315829,0.00001922199,0.00007854924,0.0000142016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009169822,0.00002482476,0.01075705,0.0001672839,0.00001918109,0.0003853728,0.0002390129,0.008837542,0.9619457,0.0003675794,0.0002536911,0.01691105],"study_design_scores_gemma":[0.000008327422,0.0002188493,0.1411327,0.00004703681,0.00005631728,0.001187528,0.0003688579,0.07212204,0.779082,0.0003838053,0.005316443,0.0000761046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987866,0.0008427971,0.009032692,0.00003428924,0.00001143283,0.00001691642,0.0004841145,0.0002574156,0.001454473],"genre_scores_gemma":[0.9917189,0.0003005801,0.006254632,0.00001090988,0.000003759123,0.00001118584,0.0003196935,0.00002686971,0.00135342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001475872,"threshold_uncertainty_score":0.004937291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07479859096018529,"score_gpt":0.3440383129030949,"score_spread":0.2692397219429096,"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."}}