{"id":"W2050139549","doi":"10.1366/0003702021954656","title":"Raman Microscopy and Mapping as a Probe for Photodegradation in Surface Relief Gratings Recorded on Layer-by-Layer Films of Congo Red/Polyelectrolyte","year":2002,"lang":"en","type":"article","venue":"Applied Spectroscopy","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Raman spectroscopy; Raman scattering; Congo red; Photodegradation; Materials science; Layer (electronics); Grating; Analytical Chemistry (journal); Optics; Microscopy; Chemistry; Optoelectronics; Nanotechnology; Adsorption","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":[0.0002897089,0.0002889228,0.0003599621,0.00008792726,0.00008792801,0.00003632507,0.0002831548,0.000327482,0.0001124275],"category_scores_gemma":[0.0001377926,0.000275488,0.00007852355,0.0002757425,0.0002230311,0.000006465129,0.00009215972,0.0003188862,0.000005458102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005763846,"about_ca_system_score_gemma":0.00003240689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005957669,"about_ca_topic_score_gemma":0.000008964183,"domain_scores_codex":[0.9979376,0.00003393197,0.00044483,0.0007111107,0.0002785522,0.0005939291],"domain_scores_gemma":[0.9991823,0.00007720218,0.0001634231,0.0003827186,0.00005625394,0.0001380832],"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":[0.0005519622,0.0002247191,0.0001457202,0.0000618117,0.00002476161,0.00000102515,0.00004971761,4.550862e-7,0.9703812,0.0006519591,0.02759922,0.0003074175],"study_design_scores_gemma":[0.001317139,0.001534561,0.00002558709,0.00005380499,0.000008066242,0.000004814633,0.00003898859,0.0002393963,0.9830432,0.001830111,0.011634,0.0002703603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849987,0.0004802491,0.00571142,0.0006976009,0.00003835805,0.001182878,0.00003960453,0.0000461542,0.00680504],"genre_scores_gemma":[0.9662861,0.00117015,0.03030738,0.0005525551,0.00007486159,0.0002815839,0.0001796492,0.00005321403,0.001094535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02459596,"threshold_uncertainty_score":0.9999697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476618043545198,"score_gpt":0.2949597482494128,"score_spread":0.2801935678139609,"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."}}