{"id":"W1996101297","doi":"10.1117/12.655311","title":"Laser beam transformation technique for high-power laser diode linear arrays","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Laser; Materials science; Laser beams; Diode; Optics; Optoelectronics; Semiconductor laser theory; Power (physics); Laser power scaling; Laser beam quality; Beam (structure); Transformation (genetics); Laser diode; 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":[0.0004338821,0.0004339943,0.0004802262,0.0001778106,0.00008942351,0.00009126374,0.0008806547,0.0003761304,0.000009688862],"category_scores_gemma":[0.0001980427,0.0003874662,0.0005722214,0.0003836701,0.0001923925,0.0007298127,0.00007212812,0.0003787866,0.000002382311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000223159,"about_ca_system_score_gemma":0.00001741839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001072863,"about_ca_topic_score_gemma":4.43566e-7,"domain_scores_codex":[0.9977481,9.857516e-9,0.000830731,0.0003451398,0.0005332034,0.0005428212],"domain_scores_gemma":[0.9984512,0.0001402869,0.0002095956,0.00008629256,0.001036645,0.00007602989],"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":[0.00007151567,0.0001192194,0.00006209259,0.0008360301,0.0003529332,1.102619e-7,0.0001418885,0.01161054,0.7613612,0.2166475,0.008645034,0.0001519135],"study_design_scores_gemma":[0.001019895,0.0002190619,0.0001540076,0.0001870558,0.0001083922,0.000008539398,0.0005325805,0.04509317,0.9433697,0.005016294,0.003851423,0.0004398453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878381,0.00005124716,0.006756668,0.0009946539,0.0002826198,0.001318998,0.000216788,0.0006699206,0.001871009],"genre_scores_gemma":[0.7780436,0.00006752169,0.220218,0.00004276808,0.000327417,0.001009353,0.00004625211,0.0001352353,0.0001098476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2134613,"threshold_uncertainty_score":0.9998577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007401945309537383,"score_gpt":0.210936508554912,"score_spread":0.2035345632453746,"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."}}