{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001084194,0.0005141253,0.0006466839,0.0003696789,0.000928725,0.001316824,0.00162981,0.001001884,0.007486963],"category_scores_gemma":[0.004413156,0.0003404173,0.0004981765,0.0006147192,0.002643126,0.003535392,0.003863075,0.001825987,0.0007788642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644188,"about_ca_system_score_gemma":0.001251584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156097,"about_ca_topic_score_gemma":0.001389948,"domain_scores_codex":[0.9986998,0.0002870718,0.00005763923,0.0002941767,0.000401692,0.000259666],"domain_scores_gemma":[0.9969957,0.001119426,0.0001894861,0.001355273,0.0001985591,0.0001415838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005625295,0.0001066924,0.0009682027,0.0001844943,0.00004400913,0.0002124467,0.0004568202,0.06394292,0.03684708,0.8476821,0.005390892,0.04360188],"study_design_scores_gemma":[0.00007451669,0.0001666068,0.0004600007,0.00003438118,0.0000295977,0.000196778,0.0001892329,0.5745315,0.06736261,0.3465209,0.01037178,0.00006213528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1146523,0.000292876,0.8491189,0.0009726838,0.0001315998,0.0002306555,0.0006423869,0.001911073,0.03204748],"genre_scores_gemma":[0.86508,0.0001460629,0.1248605,0.0002624095,0.00003187997,0.0002240823,0.0004427401,0.0002463114,0.008705927],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007486963,"threshold_uncertainty_score":0.02504641,"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."}}