{"id":"W4231662032","doi":"10.2345/0899-8205-45.4.260","title":"The Roundup","year":2011,"lang":"en","type":"article","venue":"Biomedical Instrumentation & Technology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001158109,0.00006836205,0.00009205846,0.0001952679,0.0001508728,0.00001298766,0.0001236204,0.0001157732,0.0003139427],"category_scores_gemma":[0.0001062494,0.00004513727,0.00003199957,0.0004549189,0.0004571985,0.0000778557,0.0000348325,0.0001555095,0.0002080361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005891953,"about_ca_system_score_gemma":0.00006565158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002013621,"about_ca_topic_score_gemma":0.000002345488,"domain_scores_codex":[0.9992672,0.00001280681,0.000219577,0.0001379353,0.0001763878,0.0001861452],"domain_scores_gemma":[0.9996032,0.00001917028,0.00006384727,0.0002049846,0.00003283968,0.0000759817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004946686,0.0001236228,0.01644139,0.000006745312,0.0000681515,0.00002028639,0.0002413768,8.627826e-9,0.007768584,0.02399283,0.004762105,0.9465255],"study_design_scores_gemma":[0.004033942,0.001051727,0.125246,0.0000592119,0.0001252249,0.0005587494,0.004440648,0.0006075962,0.1108235,0.01914027,0.733625,0.0002881247],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.940908,0.0003106439,0.003356605,0.03519038,0.0006888831,0.0003885587,0.000002472533,0.0005159713,0.01863852],"genre_scores_gemma":[0.9966619,0.000116541,0.001733006,0.0008418401,0.00006498431,0.00003634645,0.00001499124,0.000008484415,0.0005219221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9462373,"threshold_uncertainty_score":0.3437453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03091660731897891,"score_gpt":0.2885078804731949,"score_spread":0.257591273154216,"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."}}