{"id":"W4365137958","doi":"10.1088/1361-6439/accc3b","title":"Visually clear diffusive light panel with embedded semi-reflective rough-surface planar outcouplers","year":2023,"lang":"en","type":"article","venue":"Journal of Micromechanics and Microengineering","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Optics; Materials science; Planar; Ray; Light scattering; Flat panel display; Reflection (computer programming); Surface finish; Total internal reflection; Photomask; Surface roughness; Light intensity; Daylighting; Optoelectronics; Scattering; Computer science; Resist; Physics; Layer (electronics); Composite material; Computer graphics (images)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001254481,0.0005138997,0.0002650503,0.0002874972,0.0001661077,0.0004396147,0.0005124479,0.0004480151,0.001338598],"category_scores_gemma":[0.0003031945,0.000308845,0.0002002925,0.0001394641,0.0003811416,0.0003318175,0.0005391182,0.0005475307,0.0004227139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002585139,"about_ca_system_score_gemma":0.0002544789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004395545,"about_ca_topic_score_gemma":0.0005685493,"domain_scores_codex":[0.9998555,0.00001824061,0.00000522851,0.00003507728,0.00005437954,0.00003152155],"domain_scores_gemma":[0.9996535,0.00008515707,0.00007597291,0.00006825487,0.00005287442,0.00006420187],"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":[0.00006962756,0.00001786249,0.00009429544,0.00003843337,0.000003747507,0.0001161589,0.00003815399,0.0003751119,0.9960554,0.0002724821,0.0001073528,0.002811304],"study_design_scores_gemma":[0.00003537239,0.000278519,0.001793473,0.00001527668,0.00001403201,0.0003249293,0.00003605068,0.005188416,0.9881937,0.0001250927,0.003963489,0.00003172391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9237092,0.0005115512,0.07006767,0.0001478913,0.00008974574,0.00007221306,0.0002266477,0.00107267,0.004102345],"genre_scores_gemma":[0.9525688,0.0003524832,0.04217465,0.00008834817,0.00002473947,0.00004674783,0.0001284579,0.0001126614,0.004502973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001338598,"threshold_uncertainty_score":0.004478037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087602008073514,"score_gpt":0.2277538155058358,"score_spread":0.2168777954251007,"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."}}