{"id":"W4396821339","doi":"10.48550/arxiv.2404.19211","title":"Triply efficient shadow tomography","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institute for Advanced Research","keywords":"Shadow (psychology); Tomography; Computer vision; Computer science; Medicine; Radiology; Psychology; Psychoanalysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001585679,0.0004100049,0.0004959505,0.001118732,0.00007394984,0.0001182271,0.0003424365,0.0002617969,0.00009715376],"category_scores_gemma":[0.00001893917,0.0004165361,0.001017814,0.001478596,0.0002311526,0.00005892568,0.0007792512,0.001015046,0.000245767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000130964,"about_ca_system_score_gemma":0.000202747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007918813,"about_ca_topic_score_gemma":0.000005147181,"domain_scores_codex":[0.9980945,0.0000346359,0.0002224021,0.001072897,0.0001419788,0.0004336119],"domain_scores_gemma":[0.9986107,0.00004548676,0.0001044363,0.0007710906,0.0001279441,0.0003403274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004408089,0.00643743,0.1361037,0.01351534,0.01124906,0.05328245,0.00218842,0.1619593,0.0008154041,0.5118287,0.03393637,0.06427582],"study_design_scores_gemma":[0.01204595,0.001813348,0.07439996,0.0146458,0.01444982,0.001488736,0.002519889,0.5009658,0.001644189,0.3411636,0.02787828,0.006984633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8778675,0.001016185,0.002048072,0.0003802927,0.001105724,0.0006002912,0.000120611,0.0006410632,0.1162203],"genre_scores_gemma":[0.9953077,0.00008244487,0.00009269396,0.0001959086,0.0001910328,0.000001459627,0.00006914968,0.00004907945,0.004010537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3390065,"threshold_uncertainty_score":0.9998286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04072126198607,"score_gpt":0.1876963019138251,"score_spread":0.1469750399277551,"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."}}