{"id":"W1991518824","doi":"10.1055/s-0030-1252854","title":"Vollautomatische Segmentierung abdomineller CT-Angiographien – Technik und Evaluation","year":2010,"lang":"de","type":"article","venue":"RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Gynecology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002232651,0.002275547,0.001749364,0.001540001,0.001174973,0.0009430491,0.001628674,0.001109912,0.002172338],"category_scores_gemma":[0.0002155615,0.002504173,0.001310016,0.002307015,0.0007023936,0.002154093,0.0005980705,0.003069427,0.001749798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003468564,"about_ca_system_score_gemma":0.0005999375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000310735,"about_ca_topic_score_gemma":0.0003842815,"domain_scores_codex":[0.9889249,0.0003109533,0.002515404,0.002435711,0.002699222,0.003113767],"domain_scores_gemma":[0.9941996,0.000356877,0.0008207849,0.002792817,0.0006804216,0.001149505],"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":[0.0005882102,0.002228351,0.04605039,0.002652162,0.03542061,0.001564022,0.004031342,0.03972626,0.1485643,0.005301044,0.0783901,0.6354831],"study_design_scores_gemma":[0.01401579,0.0005033364,0.02789572,0.001430011,0.03052451,0.0009033653,0.0009786006,0.1712981,0.06684951,0.01367986,0.6613109,0.01061034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6435633,0.2447498,0.05309502,0.001340409,0.02216125,0.008664227,0.0009550081,0.004369838,0.02110122],"genre_scores_gemma":[0.9611425,0.002328525,0.03054834,0.0004105598,0.002684471,0.0004423629,0.0008077676,0.0007434812,0.000892003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6248728,"threshold_uncertainty_score":0.9992305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133867869015451,"score_gpt":0.2769313653095449,"score_spread":0.2655926866193904,"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."}}