{"id":"W2148185668","doi":"10.1007/s00256-002-0614-9","title":"Low-grade liposarcoma with osteosarcomatous dedifferentiation: radiological and histological features","year":2003,"lang":"en","type":"article","venue":"Skeletal Radiology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Liposarcoma; Calcification; Pathological; Osteosarcoma; Ossification; Pathology; Chondrosarcoma; Radiological weapon; Soft tissue; Radiology; Differential diagnosis; Adipose tissue; Heterotopic ossification; Sarcoma; Anatomy; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0001164181,0.0003135456,0.000685218,0.0001029579,0.0001362925,0.00001710748,0.00007976606,0.0002863765,0.0001946027],"category_scores_gemma":[0.000155723,0.0001895617,0.0001278305,0.000136336,0.0004790545,0.00003990127,0.00002952328,0.0003102346,0.00002646133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008867091,"about_ca_system_score_gemma":0.00005965638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007499742,"about_ca_topic_score_gemma":0.000009699639,"domain_scores_codex":[0.9982988,0.0002535871,0.000263718,0.0005422744,0.0001672139,0.0004744241],"domain_scores_gemma":[0.9989924,0.0003110894,0.00008931901,0.0003003082,0.00004222475,0.0002646044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005579577,0.002205845,0.897573,0.0001092757,0.0007201781,0.004551025,0.0002752871,0.000003469826,0.00246608,0.06452534,0.003050457,0.02396211],"study_design_scores_gemma":[0.005004882,0.002827576,0.9451429,0.00004033178,0.0002984179,0.03556592,0.0001044096,0.00001254693,0.001687494,0.001333192,0.007650961,0.0003314337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851704,0.01028618,0.000115319,0.001431948,0.0001572461,0.0004598495,0.000005327692,0.0001146992,0.002258983],"genre_scores_gemma":[0.9959106,0.0003689242,0.002521363,0.0007290321,0.0001145253,0.0001015141,0.00005923108,0.00002266509,0.0001721179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06319214,"threshold_uncertainty_score":0.7730101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124517909421393,"score_gpt":0.2472715742231074,"score_spread":0.2348197832809681,"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."}}