{"id":"W4405931803","doi":"10.1007/978-3-031-61507-8_22","title":"Influence of Galvanized Iron Fiber on Bond Behavior of Concrete","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Galvanization; Materials science; Bond; Fiber; Composite material; Business; Layer (electronics)","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":[0.00012084,0.0002289153,0.0001744897,0.0001485426,0.0002376552,0.000285241,0.0002077735,0.0002255701,0.003008083],"category_scores_gemma":[0.0003029359,0.0001426952,0.0001871916,0.0001043849,0.0003264507,0.0002406697,0.0001608202,0.0002519269,0.0003317669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002937599,"about_ca_system_score_gemma":0.0001551641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187702,"about_ca_topic_score_gemma":0.001383542,"domain_scores_codex":[0.9999204,0.00001398301,0.000001825075,0.00001486623,0.00002855845,0.00002041412],"domain_scores_gemma":[0.999843,0.00008618732,0.00002022393,0.00001233633,0.00002078142,0.00001750163],"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":[0.0006459902,0.00006540657,0.0003620699,0.00005315641,0.00000958594,0.0001026884,0.00007233035,0.003396201,0.9890219,0.0003693379,0.00007863046,0.005822743],"study_design_scores_gemma":[0.000008577003,0.0003628733,0.002994575,0.000006889502,0.00001497353,0.00004696528,0.00003684421,0.005975466,0.9896849,0.00008851836,0.0007733288,0.000006006374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931623,0.000827164,0.0009878792,0.00002447948,0.00002276081,0.000007078365,0.00002903389,0.00003271268,0.0049067],"genre_scores_gemma":[0.9969358,0.0002971841,0.0002556121,0.000008610337,0.000006290776,0.000001603177,0.00002774152,0.00002043406,0.002446659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003008083,"threshold_uncertainty_score":0.01006311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006746117947722387,"score_gpt":0.2099322892278016,"score_spread":0.2031861712800792,"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."}}