{"id":"W4415589629","doi":"10.1364/sensors.2025.stu1d.1","title":"Multiplexed Electro-Optical Dual-Comb Spectroscopy","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Ministère des Transports","funders":"","keywords":"Spectroscopy; Multiplexing; Analytical Chemistry (journal); Infrared spectroscopy; Photoacoustic spectroscopy","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":[0.0003741561,0.0006308655,0.0003891796,0.0007184661,0.00032305,0.0005666256,0.0009235496,0.0005842781,0.001366789],"category_scores_gemma":[0.0005436697,0.0003766416,0.000174802,0.0003018628,0.000542271,0.001001855,0.0009606796,0.000562604,0.000552716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002131746,"about_ca_system_score_gemma":0.0001465813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001004412,"about_ca_topic_score_gemma":0.0002488106,"domain_scores_codex":[0.9993588,0.00007686061,0.00002541376,0.0001822049,0.0002876003,0.00006912341],"domain_scores_gemma":[0.9996945,0.00007630104,0.00008420397,0.00004370166,0.00006413988,0.00003723811],"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":[0.0001474236,0.00006954507,0.000383189,0.00003505701,0.00001048302,0.00008208028,0.00002883114,0.0003268849,0.9861093,0.001846585,0.0002088009,0.0107519],"study_design_scores_gemma":[0.00001217378,0.000073197,0.0003219234,0.000003197013,0.00000650594,0.0001791393,0.000006648833,0.007397353,0.9896371,0.0003905476,0.001957512,0.00001473036],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8395624,0.001803772,0.1447283,0.000449632,0.0004940095,0.0001424636,0.0004766275,0.0008817454,0.01146102],"genre_scores_gemma":[0.8750434,0.0004526978,0.1186055,0.0001927719,0.0001579175,0.0001112145,0.0001436568,0.00005007661,0.005242829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001366789,"threshold_uncertainty_score":0.004572392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005178517482659467,"score_gpt":0.2660164239742114,"score_spread":0.2608379064915519,"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."}}