{"id":"W2142445824","doi":"10.1364/ao.50.00e112","title":"Wavelength modulation spectroscopy with a pulsed quantum cascade laser for the sensitive detection of acrylonitrile","year":2011,"lang":"en","type":"article","venue":"Applied Optics","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Optics; Materials science; Demodulation; Quantum cascade laser; Laser; Modulation (music); Amplitude modulation; Wavelength; Spectroscopy; Frequency modulation; Absorbance; Pulse-amplitude modulation; Optoelectronics; Physics; Pulse (music); Telecommunications; Radio frequency; Detector","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":[0.00009805308,0.0001594221,0.0001664932,0.00003202,0.0001897713,0.00001424997,0.0001291648,0.0001106094,0.0000491616],"category_scores_gemma":[0.00001310833,0.0001179557,0.00005624019,0.0001692611,0.0001075247,0.0000425334,0.00001984733,0.0001685244,0.000008744272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005297832,"about_ca_system_score_gemma":0.00003810712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005783401,"about_ca_topic_score_gemma":0.00006567931,"domain_scores_codex":[0.9991556,0.000005205009,0.0002126165,0.0002420396,0.0001501152,0.0002343674],"domain_scores_gemma":[0.9990995,0.0001919902,0.000165189,0.0003966234,0.0001012876,0.00004543649],"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":[0.0007474803,0.0001542353,0.000042156,0.00005302392,0.0001369994,7.706589e-7,0.001118604,0.0002946111,0.9784258,0.01645382,0.00002442337,0.002548051],"study_design_scores_gemma":[0.0006198263,0.00006675652,0.0004813199,0.000007589364,0.0001325865,0.000005076333,0.0009460364,0.08432856,0.911317,0.001817332,0.0001382773,0.000139627],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8578145,0.000007991013,0.1313641,0.0000388517,0.00003401002,0.0005454948,0.00006556958,0.00008909393,0.01004038],"genre_scores_gemma":[0.9928673,0.0000168733,0.006518878,0.00003205666,0.0001203815,0.0002877985,0.00003323099,0.0000359197,0.00008758518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1350528,"threshold_uncertainty_score":0.4810095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01711215304651559,"score_gpt":0.2341759410562504,"score_spread":0.2170637880097348,"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."}}