{"id":"W7001204675","doi":"","title":"Investigation of Laser-Induced Breakdown Spectroscopy combined with Laser-Induced Fluorescence","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluorescence; Fluorescence spectroscopy; Spectroscopy; Fluorescence cross-correlation spectroscopy; Laser-induced breakdown spectroscopy","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":[0.0004336699,0.0001999025,0.0003465669,0.0008501898,0.000677445,0.0005195744,0.000510362,0.000724757,0.005763896],"category_scores_gemma":[0.001105231,0.0001631741,0.0001937805,0.0005946658,0.0002849409,0.0005903401,0.0002479091,0.0004867003,0.001192043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652111,"about_ca_system_score_gemma":0.0003140296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000487881,"about_ca_topic_score_gemma":0.0005692393,"domain_scores_codex":[0.9995288,0.00006550107,0.00001107794,0.00007558017,0.0002445238,0.00007463041],"domain_scores_gemma":[0.9990774,0.0002518684,0.00009510814,0.00005869442,0.0004585205,0.00005827154],"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":[0.0002351947,0.00007096953,0.001939709,0.0001673143,0.00001521797,0.0002284972,0.0001184065,0.00007702127,0.9868644,0.0007460471,0.0004161005,0.009121203],"study_design_scores_gemma":[0.00001594874,0.0002812215,0.008873437,0.00001056738,0.00001574599,0.0005855993,0.0001674106,0.002106062,0.9832961,0.0002045085,0.004433502,0.000009961118],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751189,0.001841493,0.008117664,0.0002864331,0.0001368411,0.00006686781,0.0002732846,0.00009474051,0.01406385],"genre_scores_gemma":[0.9858856,0.0004313598,0.004485548,0.00006077549,0.00002456983,0.00002579135,0.0002206852,0.00003099689,0.008834623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005763896,"threshold_uncertainty_score":0.0192821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738735804816168,"score_gpt":0.2086332786437717,"score_spread":0.19124592059561,"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."}}