{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06604455,0.0008756271,0.00147424,0.002060461,0.0008580581,0.003361372,0.001817096,0.00342775,0.0008909973],"category_scores_gemma":[0.3577774,0.001091532,0.0007768964,0.0009579363,0.002646367,0.005694473,0.002376532,0.001392594,0.001747975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007911077,"about_ca_system_score_gemma":0.0009698152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002408026,"about_ca_topic_score_gemma":0.004080267,"domain_scores_codex":[0.9410451,0.0343928,0.007297801,0.005878416,0.010036,0.001349862],"domain_scores_gemma":[0.7370689,0.1506222,0.03958862,0.02286673,0.04585009,0.004003481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001671251,0.0001430675,0.7651222,0.001179109,0.0007021801,0.0012566,0.008768287,0.001181473,0.003345338,0.0006175285,0.006021697,0.2099913],"study_design_scores_gemma":[0.0004768017,0.003221167,0.8368039,0.002664613,0.001545621,0.02365931,0.02153354,0.03724162,0.01637673,0.02028168,0.03521097,0.0009840349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166703,0.01553472,0.04593818,0.008663299,0.002776254,0.0003927487,0.0003882901,0.0007816382,0.008854719],"genre_scores_gemma":[0.9820378,0.001364108,0.01411487,0.001309982,0.0003567953,0.00009547854,0.0001690326,0.00005443224,0.0004974653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06604455,"threshold_uncertainty_score":0.3492811,"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."}}