{"id":"W2970044584","doi":"10.1111/his.13957","title":"Atypical lipomatous tumour/well‐differentiated liposarcoma and de‐differentiated liposarcoma in patients aged ≤ 40 years: a study of 116 patients","year":2019,"lang":"en","type":"article","venue":"Histopathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"Mayo Clinic","keywords":"Liposarcoma; Medicine; Sarcoma; Metastasis; Mediastinum; Myxoid liposarcoma; Pathology; Internal medicine; Surgery; Cancer","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":[0.0001563524,0.0003524831,0.0009901192,0.0004594227,0.00004956791,0.00001317728,0.0001632149,0.0002390863,0.0002133869],"category_scores_gemma":[0.00009069667,0.0003188583,0.0001203863,0.0002811801,0.0001091797,0.00005850399,0.0001892231,0.0003329749,0.00009101774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002396665,"about_ca_system_score_gemma":0.00005448831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002352625,"about_ca_topic_score_gemma":0.0001637667,"domain_scores_codex":[0.9973237,0.0004150965,0.000722938,0.0006472169,0.0003664466,0.0005245992],"domain_scores_gemma":[0.9987549,0.0001317199,0.0002588677,0.0005299139,0.0001252729,0.0001992915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001283886,0.01719498,0.9757782,0.00007781359,0.00004222423,0.0003928702,0.002042146,6.265473e-7,0.001035682,0.0000143979,0.0001606922,0.001976523],"study_design_scores_gemma":[0.0209869,0.004875888,0.9729921,0.0001313299,0.0002334544,0.00004107372,0.0001610092,0.00004653859,0.0001922364,0.00003335752,0.00006733782,0.000238838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974064,0.0003929987,0.00000162743,0.00003643101,0.0003101476,0.00164011,0.00002016031,0.00006449166,0.0001276699],"genre_scores_gemma":[0.9993247,0.00003334074,0.00008272178,0.0001284602,0.00002277431,0.00008900944,0.0001575538,0.00005572056,0.0001057128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01970301,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0081169146878187,"score_gpt":0.2315021535262628,"score_spread":0.2233852388384441,"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."}}