{"id":"W3126584562","doi":"10.1145/3436349.3436350","title":"Linear Reconstruction Techniques Applied to Scattering Media","year":2020,"lang":"en","type":"article","venue":"","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Scattering; Iterative reconstruction; Computer science; Matrix (chemical analysis); Tomographic reconstruction; Boundary (topology); Linear system; Mathematical optimization; Algorithm; Physics; Optics; Mathematics; Artificial intelligence; Mathematical analysis; Materials science","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":[0.00117676,0.000654235,0.0004753234,0.0006446998,0.0003831367,0.0009406068,0.0006458151,0.0007089519,0.004663341],"category_scores_gemma":[0.003114712,0.0004044292,0.0005657605,0.0008615514,0.0009015077,0.0009249847,0.001241658,0.001154164,0.001352635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004142419,"about_ca_system_score_gemma":0.0006494864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008634432,"about_ca_topic_score_gemma":0.0009658686,"domain_scores_codex":[0.9991103,0.0003174581,0.00004851757,0.0001133285,0.0003634072,0.00004702928],"domain_scores_gemma":[0.9984518,0.0008331559,0.0001830953,0.000268374,0.0002365857,0.00002689475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003571745,0.0001325584,0.001182101,0.001154839,0.000161189,0.0003678477,0.0004103571,0.1753409,0.2222343,0.1713909,0.003946039,0.4233218],"study_design_scores_gemma":[0.00006615496,0.0002765385,0.0007501714,0.0000944335,0.00006994376,0.001425275,0.00009924418,0.7446769,0.1874991,0.04202715,0.02292054,0.0000945841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004006119,0.0003536742,0.9929503,0.00009784148,0.00001644041,0.00003948176,0.00004340435,0.0003960091,0.002096673],"genre_scores_gemma":[0.1024604,0.001282228,0.892253,0.0001139523,0.00004802238,0.0001199609,0.0001348857,0.0002187101,0.003368795],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004663341,"threshold_uncertainty_score":0.01560044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03766265221061361,"score_gpt":0.3087750026617706,"score_spread":0.271112350451157,"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."}}