{"id":"W4312840485","doi":"10.1109/pn56061.2022.9908382","title":"Nd:YAG laser at 946 nm with improved beam quality","year":2022,"lang":"en","type":"article","venue":"2022 Photonics North (PN)","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Laser beam quality; Quality (philosophy); Laser beams; Beam (structure); Materials science; Power (physics); Laser; Optics; M squared; Optoelectronics; Continuous wave; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004196405,0.0005927788,0.0008962136,0.0004748455,0.0005521423,0.0006587188,0.001023309,0.0009518865,0.003108958],"category_scores_gemma":[0.0003099204,0.0003103358,0.0003681112,0.001039836,0.0005427868,0.0006232834,0.0005074684,0.0009564516,0.0009333561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007833533,"about_ca_system_score_gemma":0.0004906401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056799,"about_ca_topic_score_gemma":0.000856003,"domain_scores_codex":[0.9994203,0.00003904972,0.00002607476,0.0001215088,0.0003093133,0.00008377683],"domain_scores_gemma":[0.9995956,0.00007284705,0.00008732972,0.00004507239,0.0001565459,0.00004263829],"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":[0.00008760562,0.00003087303,0.0002267023,0.00007384687,0.000008531309,0.00007672102,0.00002735171,0.0001561202,0.9955091,0.0001744336,0.0002131528,0.003415569],"study_design_scores_gemma":[0.00005959078,0.0001438153,0.001603276,0.000008284521,0.00003365162,0.0003085372,0.00001448719,0.002129244,0.9921656,0.00006916437,0.003435966,0.00002833337],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724134,0.002198091,0.01807563,0.0004477501,0.0001244606,0.00004622618,0.000484782,0.000854703,0.00535479],"genre_scores_gemma":[0.9438124,0.001540304,0.04745932,0.0001325507,0.00008841183,0.00005947033,0.0005371099,0.0002271541,0.00614329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003108958,"threshold_uncertainty_score":0.01040047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009334950671371427,"score_gpt":0.2081280242195321,"score_spread":0.1987930735481606,"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."}}