{"id":"W4231892975","doi":"10.1145/2070781.2024220","title":"Polarization fields","year":2011,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Division of Information and Intelligent Systems; Defense Advanced Research Projects Agency","keywords":"Polarizer; Liquid-crystal display; Monochromatic color; Polarization (electrochemistry); Color gel; Optics; Attenuation; Brightness; Computer science; Light field; Polarizing filter; Display device; Color filter array; Spatial light modulator; Linear polarization; Materials science; Optical filter; 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":[0.00002184991,0.00008461849,0.00006105342,0.0001429075,0.00005735565,0.000007315573,0.0001911577,0.0001066785,0.0000527024],"category_scores_gemma":[0.00002374489,0.00008733697,0.00003975242,0.0003065043,0.00005843825,0.0001316323,0.000002227946,0.0002786216,0.00002776973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001139457,"about_ca_system_score_gemma":0.000002480268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004891221,"about_ca_topic_score_gemma":0.000008773721,"domain_scores_codex":[0.9996201,0.000003910431,0.0000888697,0.00009140407,0.00006394524,0.0001317628],"domain_scores_gemma":[0.9995321,0.00003437714,0.000006882919,0.0003796665,0.00001941684,0.00002757099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001021226,0.0009759239,0.004312868,0.0003346226,0.0006686177,0.00006934282,0.002808341,0.06776351,0.01385469,0.175775,0.001250822,0.7320842],"study_design_scores_gemma":[0.0009168926,0.0003886094,0.01017121,0.0000897042,0.000154657,0.00003317948,0.0003571727,0.04896053,0.2511601,0.6801814,0.0062503,0.001336151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01170702,0.00003817647,0.984602,0.0001621066,0.0002019885,0.00005552405,0.000004550589,0.001550869,0.001677751],"genre_scores_gemma":[0.9372526,0.0001300805,0.06244624,0.00009853754,0.000004895075,0.00001299286,0.000001324612,0.00001895053,0.00003436226],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9255456,"threshold_uncertainty_score":0.3561499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852859407541617,"score_gpt":0.2303790044800174,"score_spread":0.2018504104046012,"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."}}