{"id":"W4384818015","doi":"10.1117/12.2672235","title":"Laser driving scheme for solid-state emitters using engineered optical pulses","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Laser; Photonics; Photon; Brightness; Optics; Physics; Optoelectronics; Common emitter; Materials science","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":[0.0002296437,0.0001761208,0.0001070926,0.0001348451,0.000250808,0.0002564129,0.0006002199,0.0002093836,0.001312971],"category_scores_gemma":[0.0003670639,0.0001327422,0.0001016818,0.00009394107,0.0002932244,0.0003506311,0.0003087737,0.0003879388,0.0003443698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004280746,"about_ca_system_score_gemma":0.0003956059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002459067,"about_ca_topic_score_gemma":0.000584751,"domain_scores_codex":[0.9998622,0.00001543845,0.00001053344,0.00003071062,0.00006353461,0.00001757632],"domain_scores_gemma":[0.9997482,0.00008125785,0.00005539761,0.00004746373,0.0000455168,0.00002221475],"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":[0.00008810698,0.00004372432,0.0003538147,0.00005687502,0.000005778717,0.00008438007,0.00007050971,0.000592755,0.9818188,0.004687878,0.0001321671,0.0120652],"study_design_scores_gemma":[0.00002714098,0.0001690883,0.0003715301,0.000005109209,0.000006338715,0.0001572995,0.0000158022,0.01077263,0.9829537,0.0004408978,0.005066107,0.00001437592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.861684,0.0003165241,0.132685,0.0002300621,0.0001029681,0.0002764463,0.0001441939,0.0006131603,0.003947628],"genre_scores_gemma":[0.9443967,0.0001511702,0.05229416,0.00004368676,0.00002071349,0.0001432024,0.00006834107,0.00003867772,0.002843325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001312971,"threshold_uncertainty_score":0.004392326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02177522004857955,"score_gpt":0.29953419168811,"score_spread":0.2777589716395304,"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."}}