{"id":"W4396925778","doi":"10.5772/intechopen.1005152","title":"Ultrashort-pulse burst-mode materials processing and laser surgery","year":2024,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Laser; Ultrashort pulse; Pulse duration; Femtosecond; Materials science; Ultrashort pulse laser; Optics; Ablation; Fluence; Optoelectronics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003034273,0.0007462263,0.0008709327,0.0003761318,0.00008087703,0.000844855,0.0003478272,0.000689441,0.000403737],"category_scores_gemma":[0.00002121172,0.0007075507,0.0001158574,0.00002171536,0.0001919056,0.0001958629,0.0002253331,0.0005424042,0.0001818601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489932,"about_ca_system_score_gemma":0.0000864107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003901904,"about_ca_topic_score_gemma":0.00002144156,"domain_scores_codex":[0.9979715,0.00001054505,0.0007301595,0.000602771,0.0002722687,0.0004127593],"domain_scores_gemma":[0.9991263,0.00006320876,0.0001219195,0.0004617124,0.00009320273,0.0001336546],"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":[0.0002835604,0.00003509639,0.000006440194,0.0261456,0.001211822,0.001871403,0.001352866,0.00002584495,0.417509,0.02743552,0.07450305,0.4496198],"study_design_scores_gemma":[0.0001028762,0.00003263518,0.000001657407,0.007671799,0.0002501874,0.0001884463,0.00001281035,0.00007771628,0.6628649,0.09306675,0.234154,0.001576219],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005945235,0.001297761,0.000333427,0.0000582253,0.001725219,0.0008158213,0.0004562109,0.005279535,0.9840885],"genre_scores_gemma":[0.6219581,0.0002936097,0.0009351951,0.0001461862,0.0008210308,0.0001921089,0.0001587803,0.0008659214,0.374629],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6160129,"threshold_uncertainty_score":0.9995376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773740578909531,"score_gpt":0.2424299829351337,"score_spread":0.2246925771460384,"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."}}