{"id":"W4306778373","doi":"10.18280/i2m.210403","title":"Deposition-Pellet Preparation Technique for Powder Samples Measurement Using Laser-Induced Breakdown Spectroscopy","year":2022,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Udayana","keywords":"Pellets; Laser-induced breakdown spectroscopy; Pellet; Materials science; Deposition (geology); Spectroscopy; Analytical Chemistry (journal); Energy-dispersive X-ray spectroscopy; Sample preparation; Scanning electron microscope; Chemistry; Composite material; Chromatography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007583907,0.0002985278,0.0002703361,0.0001719891,0.0006598486,0.0001047326,0.0002250775,0.0001262848,0.0002920395],"category_scores_gemma":[0.00004574173,0.0003325666,0.0001289624,0.0002911943,0.0000229211,0.0002869772,0.00004702422,0.0003118272,0.000008881299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009624446,"about_ca_system_score_gemma":0.0001317005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008864256,"about_ca_topic_score_gemma":0.00008636369,"domain_scores_codex":[0.9979529,0.0001874217,0.0004639073,0.0003884012,0.0005457267,0.000461593],"domain_scores_gemma":[0.9993103,0.00009100894,0.0001331482,0.0002890342,0.00009648257,0.00007998279],"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":[0.0002093201,0.00007176964,0.0002226975,0.00004522832,0.000100262,0.000003998708,0.0001914902,0.02675419,0.9699293,0.0001312281,0.001578124,0.000762345],"study_design_scores_gemma":[0.001003232,0.0005506438,0.0003554041,0.00001305169,0.00008289848,0.00003976531,0.0002120284,0.01475183,0.980231,0.001491476,0.000916008,0.000352652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8945239,0.00003612913,0.1010962,0.0002294046,0.0009460156,0.001742688,0.0002365794,0.0005220405,0.0006670784],"genre_scores_gemma":[0.9661825,0.00001104305,0.03202854,0.0001776921,0.0001410163,0.001081527,0.0003075947,0.00005573536,0.00001430047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07165869,"threshold_uncertainty_score":0.9999126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04976761541294285,"score_gpt":0.2966693100362464,"score_spread":0.2469016946233035,"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."}}