{"id":"W2014522647","doi":"10.1109/jlt.2009.2030776","title":"Multipoint Chemical Gas Sensing Using Frequency-Shifted Interferometry","year":2009,"lang":"en","type":"article","venue":"Journal of Lightwave Technology","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Interferometry; Detector; Acetylene; Optical fiber; Optics; Materials science; Laser; Electronic engineering; Physics; Chemistry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001318402,0.0001775847,0.0003639864,0.0004441097,0.00007165416,0.000024518,0.0003563632,0.0003799867,0.0002616283],"category_scores_gemma":[0.0001791856,0.0001589507,0.0001440053,0.0005180879,0.0001227514,0.000101333,0.00004676123,0.0008458662,0.00001254147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002447717,"about_ca_system_score_gemma":0.00007420395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004077192,"about_ca_topic_score_gemma":0.000001261567,"domain_scores_codex":[0.9986876,0.000009914446,0.0006239702,0.0001935131,0.0001813637,0.0003036093],"domain_scores_gemma":[0.9988558,0.00005211095,0.0004559148,0.0003572002,0.0001845197,0.00009440713],"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":[0.00003143038,0.000109907,0.000340938,0.000008115707,0.00004800112,0.00009515716,0.00005196198,0.000002970736,0.9935924,0.001672174,0.0001110042,0.003935919],"study_design_scores_gemma":[0.0004817152,0.00009121643,0.00004857888,0.0001181094,0.00005999105,0.001908932,0.0001581511,0.0007520567,0.9720175,0.02366,0.0005479594,0.0001557821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877063,0.0003228825,0.006741527,0.002813675,0.00007356601,0.00003915574,0.000002703544,0.0001283465,0.002171869],"genre_scores_gemma":[0.9496706,0.00002162062,0.04992262,0.000112568,0.0002305812,4.949771e-7,0.000001637085,0.00001635044,0.00002359341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04318109,"threshold_uncertainty_score":0.648182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266263102477711,"score_gpt":0.2742728113204932,"score_spread":0.2616101802957161,"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."}}