{"id":"W1969569560","doi":"10.1364/ofs.2006.the41","title":"A Simple Model for BOTDA Spectral Deconvolution Under Short Spatial Resolution (<50cm) and Non-Uniform Strain Conditions","year":2006,"lang":"en","type":"article","venue":"Optical Fiber Sensors","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Deconvolution; Nanosecond; Simple (philosophy); Image resolution; Transient (computer programming); Spectral line; Resolution (logic); Computational physics; Optics; Materials science; Physics; Algorithm; Computer science; Artificial intelligence","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":[0.00006365302,0.0001531828,0.0001419136,0.00005358425,0.0001395525,0.00004709186,0.00005257201,0.0001231693,0.00006292664],"category_scores_gemma":[0.000007093124,0.000161025,0.00006543166,0.00008564258,0.00007882139,0.0001200325,0.0000119949,0.000108853,0.00003535543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009294502,"about_ca_system_score_gemma":0.00001912831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004766994,"about_ca_topic_score_gemma":0.0002558931,"domain_scores_codex":[0.9991304,0.000005886589,0.0002236971,0.0002098289,0.0001003825,0.0003298505],"domain_scores_gemma":[0.9996035,0.00008344559,0.00001273326,0.0001564877,0.00003441781,0.0001094391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001675174,0.00006261648,0.00004279732,0.00003636949,0.0000320941,0.000001413821,0.00004413103,0.887618,0.04547289,0.05730117,0.009061359,0.0003103793],"study_design_scores_gemma":[0.000332821,0.00002753029,0.00338162,0.00000635859,0.00004576988,0.000007458979,0.00001652155,0.9763136,0.002773142,0.01621047,0.0006770437,0.0002076948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4402452,0.00001083844,0.5536041,0.0001763005,0.00003110109,0.0003925666,0.0003662766,0.0001346992,0.005038978],"genre_scores_gemma":[0.9785411,0.00000565782,0.01976825,0.00002716705,0.0001547001,0.00008216163,0.000395936,0.00003331698,0.0009917041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5382959,"threshold_uncertainty_score":0.656641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582931758866732,"score_gpt":0.2403393636083451,"score_spread":0.2245100460196778,"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."}}