{"id":"W2054232931","doi":"10.1364/ao.52.004072","title":"Ultrafast web inspection with hybrid dispersion laser scanner","year":2013,"lang":"en","type":"article","venue":"Applied Optics","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Program for New Century Excellent Talents in University; Natural Sciences and Engineering Research Council of Canada; Burroughs Wellcome Fund","keywords":"Scanner; Optics; Ultrashort pulse; Laser; Dispersion (optics); Wafer; Laser scanning; Materials science; Pixel; Frame rate; Computer science; Optoelectronics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004780582,0.0002208332,0.0003195596,0.0008616393,0.0002250004,0.0004199162,0.0007191919,0.000712127,0.00171646],"category_scores_gemma":[0.0004987032,0.0003958653,0.0001950105,0.000432649,0.0003360068,0.0007477087,0.001048356,0.0006160541,0.000486411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002998272,"about_ca_system_score_gemma":0.0002452514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006461436,"about_ca_topic_score_gemma":0.001202315,"domain_scores_codex":[0.9994299,0.00005438658,0.00001833363,0.00009595733,0.0003621726,0.00003919642],"domain_scores_gemma":[0.999329,0.0002672002,0.00009125871,0.0001131254,0.000139053,0.00006048854],"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":[0.00007213758,0.00003871974,0.002073228,0.00004821465,0.00001129367,0.00008075382,0.00005703092,0.0002360374,0.9708193,0.0002671061,0.0003379931,0.02595805],"study_design_scores_gemma":[0.00007170842,0.0006984494,0.01737482,0.00002891518,0.00003600479,0.00405708,0.0001016604,0.03025287,0.9405064,0.0003576583,0.006430664,0.00008375381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7142829,0.001434694,0.2775952,0.0002134501,0.0000376055,0.000117605,0.000239798,0.002423378,0.003655358],"genre_scores_gemma":[0.6906034,0.0003674281,0.3028907,0.0001067133,0.00002860147,0.0001278775,0.0002701715,0.0001015072,0.005503628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00171646,"threshold_uncertainty_score":0.005742133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005168067574940878,"score_gpt":0.1631808940518698,"score_spread":0.1580128264769289,"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."}}