{"id":"W2077851229","doi":"10.1364/ao.51.0000b7","title":"Multiband sensor using thick holographic gratings for sulfur detection by laser-induced breakdown spectroscopy","year":2012,"lang":"en","type":"article","venue":"Applied Optics","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Photon Etc (Canada)","funders":"","keywords":"Spectroscopy; Optics; Materials science; Laser-induced breakdown spectroscopy; Holography; Laser; Optoelectronics; Photodiode; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003812795,0.0003810347,0.0004132219,0.0004558166,0.0001407227,0.0005288182,0.0007082414,0.0004831904,0.0005482095],"category_scores_gemma":[0.0003768599,0.0003575549,0.0002173379,0.0003171361,0.0002679259,0.0005912309,0.0003542929,0.0003464923,0.0002587195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000470056,"about_ca_system_score_gemma":0.0002936395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000594423,"about_ca_topic_score_gemma":0.001408283,"domain_scores_codex":[0.9996927,0.00003376043,0.00002169368,0.00006486093,0.0001632569,0.00002378725],"domain_scores_gemma":[0.9997615,0.00006751402,0.00006384221,0.00003001845,0.00004880372,0.00002838184],"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":[0.00002991791,0.00001974037,0.0002701167,0.00003863492,0.000004952042,0.00002666022,0.00001450572,0.0001020964,0.9946312,0.000100683,0.00007523594,0.004686309],"study_design_scores_gemma":[0.000008800142,0.0001109491,0.001821757,0.000004273503,0.00001462347,0.0001418993,0.00001787751,0.003769583,0.9931861,0.00004419488,0.0008657036,0.0000141083],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.836708,0.003277817,0.154857,0.000216125,0.0002333376,0.0001861176,0.0005881625,0.001153918,0.002779514],"genre_scores_gemma":[0.808736,0.001123438,0.1871477,0.0001541529,0.00004922743,0.00007463551,0.0002758754,0.00003707758,0.002401874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007082414,"threshold_uncertainty_score":0.003410518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570452379713161,"score_gpt":0.2377014239951452,"score_spread":0.2219969001980135,"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."}}