{"id":"W7077070358","doi":"10.1002/sdtp.18200","title":"37‐1: A Novel Wavelet‐Based Flicker Metric for Variable Refresh‐Rate Displays","year":2025,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Luminance; Metric (unit); Flicker; Wavelet; Variable (mathematics); Sensitivity (control systems); Contrast (vision)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007868313,0.0006887997,0.0005385636,0.001306329,0.0002086279,0.001034399,0.0007939428,0.0004845857,0.001554016],"category_scores_gemma":[0.002793611,0.0001786169,0.000322597,0.000978529,0.0002477055,0.001167116,0.0006719053,0.0006343887,0.000891712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005449986,"about_ca_system_score_gemma":0.0005200541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00113785,"about_ca_topic_score_gemma":0.001335178,"domain_scores_codex":[0.9988129,0.0001792549,0.00006790122,0.00009799536,0.0007833564,0.00005859137],"domain_scores_gemma":[0.998647,0.0002304636,0.0001788839,0.0001334328,0.0007365523,0.00007357172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005896843,0.0002865344,0.005357003,0.0005082025,0.0001173738,0.0001640237,0.0001154501,0.01568041,0.3504745,0.005152983,0.006313904,0.6152399],"study_design_scores_gemma":[0.00008905656,0.001572825,0.02804104,0.0001221936,0.0002149771,0.001599754,0.0001508944,0.6159675,0.3246633,0.002495352,0.02482845,0.0002546371],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0903708,0.001050909,0.8998771,0.0001845322,0.0001964856,0.0002688174,0.0005598963,0.002614254,0.004877152],"genre_scores_gemma":[0.5269291,0.001032742,0.4669236,0.0001762808,0.0001194326,0.000252568,0.001122389,0.0003281809,0.003115763],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001554016,"threshold_uncertainty_score":0.005198717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009975237616239271,"score_gpt":0.2386474635895983,"score_spread":0.2286722259733591,"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."}}