{"id":"W7055359093","doi":"","title":"Compact high pPower pulsed fiber laser for LIBS analysis of minor components and trace elements in aluminum and copper alloys","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Copper; Aluminium; TRACE (psycholinguistics); Laser; Copper alloy; Fiber laser","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":[0.0003515688,0.0001578605,0.0002606691,0.0004070841,0.0006557076,0.0003464106,0.0005011859,0.0005093893,0.00532068],"category_scores_gemma":[0.0003238027,0.0001591998,0.0001266348,0.0002886549,0.0003892089,0.0006114394,0.0003837638,0.0002699533,0.0007471517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003752559,"about_ca_system_score_gemma":0.0005292928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007741544,"about_ca_topic_score_gemma":0.002883202,"domain_scores_codex":[0.9998237,0.00001749499,0.000005593906,0.00003824075,0.00009958962,0.00001535919],"domain_scores_gemma":[0.9997845,0.00005937711,0.00002562238,0.00002329325,0.00008804573,0.00001916975],"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":[0.0004398766,0.00004011098,0.001788342,0.0001198638,0.00001034133,0.00014153,0.0001759777,0.000218856,0.9739022,0.0007506876,0.0008328299,0.02157939],"study_design_scores_gemma":[0.00005345789,0.0004161374,0.01277669,0.00001799392,0.00002271642,0.0005639087,0.0002362924,0.005622143,0.9718233,0.0004306897,0.008013383,0.00002326679],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653017,0.001235293,0.02472291,0.0003443944,0.0001026111,0.00008218042,0.000326325,0.0003821305,0.007502449],"genre_scores_gemma":[0.966304,0.0003165184,0.0184405,0.00007362007,0.00004954312,0.00005959201,0.0002022455,0.00007074675,0.01448321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00532068,"threshold_uncertainty_score":0.01779944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218049952945217,"score_gpt":0.267707430520796,"score_spread":0.2555269309913439,"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."}}