{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003383129,0.0008845979,0.0007784535,0.002653002,0.001546879,0.002043933,0.001413311,0.001227267,0.008030099],"category_scores_gemma":[0.002791312,0.0006483504,0.0005958882,0.002201508,0.001576278,0.002303194,0.001313793,0.001364383,0.002591531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006143021,"about_ca_system_score_gemma":0.001206293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008314771,"about_ca_topic_score_gemma":0.001628847,"domain_scores_codex":[0.9980652,0.0004019207,0.00008746228,0.000353559,0.0009978904,0.00009399874],"domain_scores_gemma":[0.996668,0.001213429,0.0003166419,0.0005070338,0.001185368,0.0001095338],"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":[0.0002985321,0.0001139662,0.005960949,0.00102222,0.00009418246,0.0003023364,0.0003221833,0.0006495777,0.8633757,0.00341353,0.00129986,0.1231469],"study_design_scores_gemma":[0.000026974,0.0003533556,0.00941265,0.0001311296,0.0001236771,0.001216898,0.0002738853,0.009078836,0.9458214,0.003428997,0.03002026,0.0001120811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2858661,0.02604085,0.6495816,0.001711601,0.001197596,0.0005282785,0.001035026,0.003761244,0.03027771],"genre_scores_gemma":[0.486978,0.01838455,0.4518802,0.0007984517,0.001211719,0.0006022486,0.001146706,0.001181065,0.03781702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008030099,"threshold_uncertainty_score":0.02686334,"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."}}