{"id":"W4254156384","doi":"10.1145/2070752.2024220","title":"Polarization fields","year":2011,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Polarizer; Monochromatic color; Liquid-crystal display; Attenuation; Polarization (electrochemistry); Brightness; Color gel; Optics; Polarizing filter; Color filter array; Light field; Computer science; Spatial light modulator; Display device; Optical filter; Materials science; Linear polarization; Optoelectronics; Computer vision; Layer (electronics); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000006442718,0.00002681946,0.00002255951,0.00001795188,0.000006050856,0.000002437655,0.00004869061,0.00002813383,0.0001148567],"category_scores_gemma":[0.00001547464,0.00002395279,0.000005817503,0.0000455329,0.00001202816,0.00006836819,0.0000113765,0.0000433258,0.00005701924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000453067,"about_ca_system_score_gemma":4.561899e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002217932,"about_ca_topic_score_gemma":0.000001110569,"domain_scores_codex":[0.9998616,5.211986e-7,0.00003210639,0.00002966949,0.00001666722,0.0000594376],"domain_scores_gemma":[0.9999015,0.000003829497,0.00000157449,0.00007937519,0.00000504422,0.000008630908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004256824,0.0000451396,0.01862315,0.00004750759,0.00004397971,0.00001809722,0.0004888605,0.00317996,0.02624838,0.7282653,0.005715115,0.2173202],"study_design_scores_gemma":[0.0002443909,0.00005286312,0.01776443,0.00001304878,0.00001162915,0.000009329206,0.0001450907,0.1390187,0.6024055,0.2340577,0.00575469,0.0005225912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01843391,0.00002316571,0.835791,0.00002671236,0.00006554108,0.00001817451,1.35826e-7,0.002086629,0.1435547],"genre_scores_gemma":[0.8876574,0.00000451328,0.1120878,0.00002517942,0.000003629318,0.000001506064,2.982731e-7,0.000005044873,0.0002145876],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8692235,"threshold_uncertainty_score":0.12576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931843048737363,"score_gpt":0.2081828501863361,"score_spread":0.1888644196989625,"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."}}