{"id":"W4307748136","doi":"10.14740/jmc4014","title":"Retroperitoneal Liposarcoma: The Giant Type","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Cases","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Liposarcoma; Leiomyosarcoma; Sarcoma; Retroperitoneal space; Abdominal distension; Soft tissue sarcoma; Malignancy; Radiology; Biopsy; Pathology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007583325,0.00007382756,0.0002410075,0.00005806667,0.0001601788,0.00001213756,0.0001883313,0.00003357445,0.004128286],"category_scores_gemma":[0.0008502693,0.00003660183,0.0001550892,0.0001754351,0.0000764654,0.00002383336,0.0001072272,0.0005543286,0.00001258674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135152,"about_ca_system_score_gemma":0.0003878961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005187286,"about_ca_topic_score_gemma":0.00000517121,"domain_scores_codex":[0.997736,0.0001266798,0.0003220113,0.00007133606,0.001605255,0.0001386811],"domain_scores_gemma":[0.9990118,0.0003673491,0.000137724,0.0001484068,0.00009506171,0.0002396297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002197553,0.005483946,0.100171,0.0000576392,0.0008101032,0.1851336,0.0007644941,0.00001437524,0.0004092802,0.001359247,0.5315742,0.1720246],"study_design_scores_gemma":[0.004747612,0.007514822,0.09737986,0.0001790318,0.0005800711,0.1772633,0.002588927,0.0001790465,0.0005779116,0.0001102259,0.7087403,0.0001388682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127603,0.01395552,0.000003789284,0.07199634,0.0008058898,0.00008842889,0.000004160954,0.000007453603,0.0003781874],"genre_scores_gemma":[0.9950511,0.0006630341,0.0001057084,0.003336377,0.0007018369,0.000005829903,0.000002382873,0.00001004802,0.0001236106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.177166,"threshold_uncertainty_score":0.9967821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074066742297814,"score_gpt":0.321240317432413,"score_spread":0.2804996500094348,"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."}}