{"id":"W7072020697","doi":"","title":"Use of high power pulsed fiber lasers for LIBS analysis and recent developments on LIBS for real time analysis","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Hungarian Social, Economic and Educational Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fiber laser; Power (physics); Laser; Pulsed laser; Fiber","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004763179,0.0000857883,0.0003075838,0.0001610029,0.0004385146,0.00005106511,0.00009927646,0.00009074163,0.001672477],"category_scores_gemma":[0.0003842764,0.00008390981,0.0001599017,0.0004937222,0.0001612667,0.00009829633,0.00001986794,0.00004671108,0.00001430644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007345996,"about_ca_system_score_gemma":0.0001685599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008308637,"about_ca_topic_score_gemma":0.003077392,"domain_scores_codex":[0.999169,0.00003770066,0.0002221553,0.0002267917,0.0001298284,0.0002145569],"domain_scores_gemma":[0.9989311,0.0005577263,0.0001384033,0.000102867,0.0001754971,0.00009437466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001213484,0.001355907,0.4055834,0.0000642303,0.04420812,0.000001111378,0.09373432,0.0002200121,0.003871596,0.09965943,0.2444852,0.1056031],"study_design_scores_gemma":[0.0007753733,0.0001004029,0.4841559,0.000006906081,0.003202198,3.737303e-8,0.002517207,0.0001873054,0.0007006766,0.009588771,0.4982875,0.0004777523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816926,0.000002971425,0.00005362305,0.003176554,0.000173024,0.0003158267,0.0001505708,0.00001698926,0.0144178],"genre_scores_gemma":[0.9754872,0.0001014202,0.01029964,0.0001727734,0.0001326206,0.00008476047,0.00009874996,0.000009645668,0.01361314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2538023,"threshold_uncertainty_score":0.9992401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03181352744028671,"score_gpt":0.3023866747816417,"score_spread":0.270573147341355,"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."}}