{"id":"W2166428916","doi":"10.1109/ofc.2008.4528628","title":"Multipoint Chemical Gas Sensing System Based on Frequency-Shifted Interferometry","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Interferometry; Optical fiber; Physics; Analytical Chemistry (journal); Computer science; Materials science; Chemistry; Telecommunications; Optics; Chromatography","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":[0.00005342494,0.0002278849,0.0002431981,0.00016006,0.00004113813,0.00001017953,0.0001021341,0.0001237235,0.00005773882],"category_scores_gemma":[0.00007205056,0.0002168264,0.00007654251,0.0002647379,0.00004816625,0.0000643458,0.00001567517,0.0002685119,0.0002385695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003318445,"about_ca_system_score_gemma":0.00001057617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001294039,"about_ca_topic_score_gemma":0.000001320763,"domain_scores_codex":[0.99893,0.00001695208,0.0002792743,0.000244167,0.0002035655,0.0003260208],"domain_scores_gemma":[0.9992754,0.000157295,0.00002297566,0.0003807499,0.00003813882,0.0001254363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001189853,0.0001348858,0.0009578005,0.0005942422,0.0001850651,0.001385981,0.0009148945,0.2488827,0.7374383,0.00126812,0.001637699,0.006481431],"study_design_scores_gemma":[0.0005226223,0.00002989551,0.0001644997,0.0001433221,0.000007656627,0.0001462933,0.000121081,0.7402611,0.2582342,0.00001450004,0.00005155271,0.0003033636],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8676214,0.00002261516,0.1077342,0.00003514883,0.0003439992,0.0001851055,0.000003790249,0.00172944,0.02232429],"genre_scores_gemma":[0.9020745,0.000001549667,0.09765783,0.00006743537,0.00007330234,0.000003202582,0.000006559657,0.00006522246,0.00005042252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4913784,"threshold_uncertainty_score":0.8841924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01241957740161948,"score_gpt":0.1978942200899178,"score_spread":0.1854746426882983,"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."}}