{"id":"W4384120639","doi":"10.1007/s00330-023-09916-2","title":"Diagnostic accuracy of CT and MR features for detecting atypical lipomatous tumors and malignant liposarcomas: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"European Radiology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Meta-analysis; Radiology; Neuroradiology; Cochrane Library; Magnetic resonance imaging; Diagnostic accuracy; Nuclear medicine; Pathology; Neurology","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":[0.006615954,0.002040788,0.01165541,0.004478811,0.0005286381,0.002663652,0.001901597,0.002155803,0.003716117],"category_scores_gemma":[0.020005,0.001511803,0.02648306,0.005450192,0.0009679145,0.002060424,0.001811373,0.001595675,0.0003731272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001262119,"about_ca_system_score_gemma":0.002197113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005517138,"about_ca_topic_score_gemma":0.01850868,"domain_scores_codex":[0.9954065,0.001433782,0.001686838,0.0008036771,0.0004878004,0.0001813933],"domain_scores_gemma":[0.9873691,0.008844559,0.002404633,0.0004632843,0.0007438768,0.0001745291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002119623,0.00003886972,0.01528414,0.3050526,0.6612368,0.0001533254,0.0001833777,0.0003509717,0.0004933194,0.00009334193,0.0007379368,0.01425589],"study_design_scores_gemma":[0.000487332,0.0001311317,0.00713323,0.01138457,0.9793149,0.0001099482,0.00007923837,0.0000988581,0.00007640269,0.0001138946,0.00103481,0.00003569313],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009395391,0.9892071,0.0003375564,0.0001177828,0.0001204438,0.0001009107,0.0005132357,0.00001799948,0.000189548],"genre_scores_gemma":[0.3007113,0.693535,0.002183605,0.001406585,0.0003029374,0.0003738404,0.001031654,0.00004774211,0.0004073692],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01165541,"threshold_uncertainty_score":0.03498894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0964374682343366,"score_gpt":0.3577392037793173,"score_spread":0.2613017355449807,"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."}}