{"id":"W2156189809","doi":"","title":"Tomographic 4D Reconstruction of Gas Flows in the Presence of Occluders.","year":2009,"lang":"en","type":"article","venue":"","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Schlieren; Tomographic reconstruction; Computer science; Iterative reconstruction; Computer vision; Tomography; Refractive index; Artificial intelligence; Computer graphics (images); Optics; Physics","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":[0.0002335737,0.0003855265,0.0002339323,0.0006054874,0.0001802226,0.00059,0.0003062763,0.0006326842,0.001418344],"category_scores_gemma":[0.000913875,0.0003521919,0.0001874402,0.0004476191,0.000323111,0.0005515203,0.0004180582,0.0005716387,0.0002482083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002723529,"about_ca_system_score_gemma":0.0006115935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470605,"about_ca_topic_score_gemma":0.002335316,"domain_scores_codex":[0.9999248,0.00001496624,0.000003059004,0.0000102467,0.00003928475,0.000007527156],"domain_scores_gemma":[0.9998436,0.00007054771,0.00002835863,0.00001969886,0.00002390109,0.00001381096],"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":[0.0005712388,0.00009328058,0.006149879,0.0004829101,0.0001061515,0.00103508,0.0004389221,0.2029605,0.5752214,0.0187114,0.004466669,0.1897626],"study_design_scores_gemma":[0.0000218256,0.0000444918,0.001871331,0.00002022268,0.000022779,0.0009282249,0.00006373393,0.927779,0.0615745,0.002362359,0.00528699,0.00002465445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09966591,0.0005216736,0.8955513,0.0003154982,0.00003650456,0.00005181757,0.0003387778,0.0007638772,0.002754702],"genre_scores_gemma":[0.3208282,0.0005979276,0.6762301,0.00005727137,0.00002318099,0.00005330718,0.0003976712,0.0001147626,0.001697636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001470605,"threshold_uncertainty_score":0.004744887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294688771714355,"score_gpt":0.2639913277848976,"score_spread":0.2510444400677541,"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."}}