{"id":"W2104225295","doi":"10.1155/2013/982784","title":"Can Experienced Observers Differentiate between Lipoma and Well-Differentiated Liposarcoma Using Only MRI?","year":2013,"lang":"en","type":"article","venue":"Sarcoma","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Liposarcoma; Medicine; Lipoma; Radiology; Medical diagnosis; Pathological; Radiography; Pathology; Sarcoma","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"],"consensus_categories":[],"category_scores_codex":[0.0000675886,0.0004633379,0.0007209732,0.0002103362,0.0002550793,0.000142243,0.0001767247,0.0001827482,0.0008072073],"category_scores_gemma":[0.00003001538,0.0003715,0.0002048848,0.0002902522,0.0001823671,0.000182385,0.0001781161,0.0002330588,0.0001116488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001570168,"about_ca_system_score_gemma":0.00008995274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002403469,"about_ca_topic_score_gemma":0.000121347,"domain_scores_codex":[0.9976357,0.00010496,0.0004912348,0.0006486784,0.0004265398,0.0006928715],"domain_scores_gemma":[0.9984623,0.0001329725,0.0001545204,0.0005815789,0.0001224544,0.0005461518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003774173,0.0004593577,0.9783514,0.00005718864,0.0003436135,0.0001098131,0.0005698325,4.204205e-7,0.005838734,0.000120261,0.0003313487,0.01378029],"study_design_scores_gemma":[0.003333299,0.0003176621,0.9840867,0.0001938587,0.000394341,0.0001459482,0.0005828969,0.0005349834,0.009428558,0.0002797889,0.0003257888,0.0003761562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954287,0.001119793,0.00003338038,0.001687888,0.0001778045,0.0009566474,0.00002451871,0.0001709104,0.0004003521],"genre_scores_gemma":[0.99773,0.0001261829,0.001138574,0.0002750461,0.0001723415,0.00009632339,0.00013404,0.00006907624,0.0002584259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01340414,"threshold_uncertainty_score":0.9998737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0309497881555432,"score_gpt":0.2735301259419662,"score_spread":0.242580337786423,"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."}}