{"id":"W2331262350","doi":"10.1021/ac401864g","title":"Combined Stokes Vector and Mueller Matrix Polarimetry for Materials Characterization","year":2013,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mueller calculus; Polarimeter; Polarimetry; Stokes parameters; Polarization (electrochemistry); Characterization (materials science); Isotropy; Matrix (chemical analysis); Chemistry; Optics; Physics; Scattering; Chromatography","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005302615,0.0001355828,0.0001880765,0.00003068464,0.00004245571,0.0001092158,0.00007085261,0.0001527495,0.001028934],"category_scores_gemma":[0.00008004023,0.0001315332,0.00003608692,0.0001286891,0.00004335373,0.0001369375,0.00002249757,0.00008380041,0.000113197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002227756,"about_ca_system_score_gemma":0.000005506661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003072175,"about_ca_topic_score_gemma":2.378882e-8,"domain_scores_codex":[0.9993234,0.000005153423,0.0002178478,0.0001496123,0.00008782448,0.0002161551],"domain_scores_gemma":[0.9995923,0.0000571637,0.00001988885,0.0001297407,0.00005104749,0.0001498258],"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":[0.000008815113,0.00002935312,0.0005964188,0.0003329933,0.00004919555,4.327568e-7,0.00001289362,0.00001183219,0.9972129,0.0005916415,0.0008129815,0.0003405619],"study_design_scores_gemma":[0.001127359,0.00004745818,0.02162113,0.00004169032,0.0001141602,0.000005387957,0.00004248296,0.1393908,0.8294479,0.0006078088,0.006893228,0.0006605816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885007,0.00004861365,0.00932391,0.0002749597,0.0001138482,0.0001782731,0.00005572552,0.0001883978,0.001315577],"genre_scores_gemma":[0.9969418,0.00002029423,0.0006396498,0.00008448527,0.0001516032,0.000006304827,0.0002159491,0.00003058807,0.001909313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.167765,"threshold_uncertainty_score":0.9998842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006512796632027594,"score_gpt":0.2172068700269167,"score_spread":0.2106940733948891,"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."}}