{"id":"W2970015843","doi":"10.1109/pn.2019.8819554","title":"Efficient hot-band pumped Nd:YLF laser","year":2019,"lang":"en","type":"article","venue":"","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Laser; Materials science; Diode; Optics; Laser beam quality; Optoelectronics; Continuous wave; Laser power scaling; Laser beams; Optical pumping; Scaling; Thermal; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004240133,0.0001165196,0.0001229783,0.00007683726,0.0000146342,0.00002393825,0.0001616145,0.00008098667,0.0005478896],"category_scores_gemma":[0.00001338301,0.00009950344,0.00003472127,0.0001535194,0.00001934552,0.00002627806,0.00002800022,0.0001136699,0.00202357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003700796,"about_ca_system_score_gemma":0.000004180684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009236971,"about_ca_topic_score_gemma":0.000007312204,"domain_scores_codex":[0.9993911,0.000003802244,0.000109674,0.0001371804,0.0001076681,0.0002505756],"domain_scores_gemma":[0.9995649,0.00003769314,0.000008707538,0.0003438168,0.00001374327,0.0000311486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002893136,0.00008600616,0.007851182,0.000211222,0.0001456869,0.00004290812,0.00049953,0.8414976,0.09747643,0.002634228,0.04366485,0.00586142],"study_design_scores_gemma":[0.0008875861,0.00006402239,0.005308747,0.00002481107,0.00001302791,0.000008006561,0.0006019026,0.2350927,0.7400723,0.0003522924,0.01704602,0.0005285729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449826,0.00006771539,0.0006301418,0.00007507023,0.0003378877,0.0001458946,0.000004263856,0.002134108,0.05162225],"genre_scores_gemma":[0.9972974,0.000008783906,0.0005536285,0.000046552,0.00001488719,0.00001057163,0.000002536865,0.00002662505,0.002038994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6425959,"threshold_uncertainty_score":0.9987535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005838561574968901,"score_gpt":0.1912735119640854,"score_spread":0.1854349503891165,"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."}}