{"id":"W4400760137","doi":"10.1007/978-981-96-1627-5_16","title":"Measuring Chloride-Induced Structure Corrosion in Marine Environment: A Characterization Study of Fluorescence-Based Optical Sensor","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université du Québec à Rimouski","funders":"","keywords":"Characterization (materials science); Corrosion; Fluorescence; Chloride; Materials science; Nanotechnology; Metallurgy; Optics; Physics","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":[0.0001963367,0.0003284518,0.0002163263,0.0001647244,0.0001475081,0.0003008234,0.0007463319,0.0005175223,0.0007744617],"category_scores_gemma":[0.0002258298,0.0002139526,0.000349886,0.0002207867,0.0002060369,0.0003811898,0.0002057116,0.0004529842,0.0004354909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004264495,"about_ca_system_score_gemma":0.0002099183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001542168,"about_ca_topic_score_gemma":0.002397266,"domain_scores_codex":[0.9997957,0.00001464493,0.000005144894,0.00006159737,0.00009753285,0.000025365],"domain_scores_gemma":[0.9998852,0.00002650523,0.00001967289,0.000008914521,0.00005062084,0.000009007636],"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":[0.00002157365,0.00001393205,0.0001158506,0.00002828732,0.000002685825,0.00001549751,0.00001480319,0.00004902207,0.9970707,0.00004763909,0.00009757323,0.002522295],"study_design_scores_gemma":[0.000002255095,0.0001319077,0.001118839,0.000002686617,0.00000670479,0.00007587679,0.00002183452,0.00120735,0.9960833,0.00001763926,0.001326205,0.000005440651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402724,0.00481935,0.04602444,0.0003770248,0.0001038141,0.00009954125,0.0005197906,0.0002987045,0.007484981],"genre_scores_gemma":[0.9420739,0.00307142,0.03302467,0.0002636875,0.00002427509,0.00007624607,0.0005908455,0.0000808659,0.02079404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001542168,"threshold_uncertainty_score":0.003094196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130896131266397,"score_gpt":0.1939092093842239,"score_spread":0.1808195962575842,"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."}}