{"id":"W4396655537","doi":"10.1007/978-3-031-59349-9_8","title":"Damage Quantification Through Digital Images of Cracked Concrete Surfaces Presenting Anisotropic Behaviour","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"EnGlobe (Canada); University of Ottawa","funders":"","keywords":"Anisotropy; Materials science; Geology; Composite material; Physics; Optics","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"],"consensus_categories":[],"category_scores_codex":[0.00004641963,0.0004278655,0.0004763313,0.00008935013,0.00007416165,0.0002300889,0.0002231241,0.0002485349,0.00008937692],"category_scores_gemma":[0.00001522808,0.0004191464,0.0001826038,0.00002798677,0.0002221822,0.0005122977,0.0001085357,0.0003781604,0.00006511783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006880767,"about_ca_system_score_gemma":0.00003550223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001730726,"about_ca_topic_score_gemma":0.000004810084,"domain_scores_codex":[0.9986176,0.00000397678,0.0005090333,0.0003257337,0.0002480586,0.0002956036],"domain_scores_gemma":[0.9992294,0.00004869341,0.0001566493,0.0004066333,0.0001188462,0.00003975822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001122891,0.00001002803,0.003835895,0.009815416,0.002192751,0.000493551,0.01144536,0.004912567,0.08736688,0.8521662,0.02374389,0.003905196],"study_design_scores_gemma":[0.0007259922,0.0002381202,0.003099223,0.004568273,0.001016684,0.00007310377,0.001508154,0.001529393,0.2481981,0.08370075,0.65189,0.003452184],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09613682,0.003766573,0.0009977407,0.00003561049,0.003824474,0.00063318,0.001157731,0.001195121,0.8922527],"genre_scores_gemma":[0.7674467,0.0003887112,0.0007378762,0.000003287003,0.0004747389,0.00001316714,0.0001756865,0.0001857705,0.230574],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7684654,"threshold_uncertainty_score":0.999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229110675377367,"score_gpt":0.2240564487202429,"score_spread":0.2117653419664692,"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."}}