{"id":"W4408692257","doi":"10.1117/12.3042165","title":"Computational defocus correction in spatial frequency domain imaging","year":2025,"lang":"en","type":"article","venue":"","topic":"Image Processing Techniques and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Frequency domain; Computer science; Spatial frequency; Domain (mathematical analysis); Computer vision; Optics; Physics; Mathematics","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":[0.0008424369,0.0005703785,0.0005151512,0.0005040927,0.0003428137,0.0009561513,0.000854097,0.0008830421,0.002376244],"category_scores_gemma":[0.005018034,0.0003844654,0.0003660781,0.000549597,0.0005856223,0.0009026917,0.001060395,0.001232196,0.0005221823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006024546,"about_ca_system_score_gemma":0.001352087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004787852,"about_ca_topic_score_gemma":0.004336504,"domain_scores_codex":[0.9996506,0.00008521239,0.00001893969,0.00006360845,0.0001554703,0.00002614876],"domain_scores_gemma":[0.9980778,0.001307207,0.0001496003,0.0001695048,0.0002500486,0.0000458978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003723582,0.00008888323,0.002107008,0.0004668812,0.00007744833,0.0002202943,0.0002822026,0.5906767,0.03933198,0.03358228,0.003724484,0.3290695],"study_design_scores_gemma":[0.00001145292,0.00003059119,0.0002625177,0.00001192881,0.000005641449,0.00006710068,0.00001798246,0.9874806,0.005627073,0.003986903,0.002484745,0.00001348235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01136823,0.0003866294,0.9863142,0.0002071217,0.00004536081,0.00003559233,0.00006810972,0.0004082964,0.001166583],"genre_scores_gemma":[0.1550675,0.0006405317,0.8411304,0.0001500026,0.00005313935,0.0001052874,0.000244649,0.0001999166,0.002408565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004787852,"threshold_uncertainty_score":0.009519994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003456111452629125,"score_gpt":0.2333230309707827,"score_spread":0.2298669195181536,"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."}}