{"id":"W3175027186","doi":"10.1002/path.5749","title":"The molecular landscape of well differentiated retroperitoneal liposarcoma","year":2021,"lang":"en","type":"article","venue":"The Journal of Pathology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institute for Health and Care Research; Medical Research Council Canada; Cancer Research UK; Wellcome Trust","keywords":"Biology; Liposarcoma; Cancer research; Gene; Exon; Chromosome; Wnt signaling pathway; Genetics; Medicine; Pathology; Sarcoma","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003440744,0.00007930251,0.0002863334,0.00003472108,0.0000600953,0.000006292599,0.0001208179,0.00004957808,0.0001048134],"category_scores_gemma":[0.00009284943,0.00003471141,0.0001527342,0.0001062701,0.00009972564,0.00001215186,0.00004975299,0.0002015873,0.000008884435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001557714,"about_ca_system_score_gemma":0.00007162362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003424536,"about_ca_topic_score_gemma":0.000005630409,"domain_scores_codex":[0.9989596,0.0003071553,0.0003585745,0.00005055287,0.0001866743,0.0001374516],"domain_scores_gemma":[0.999005,0.0002081975,0.0002444487,0.0002671085,0.0002247322,0.00005058086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001894849,0.002479664,0.3545261,0.00006183836,0.001515405,0.02509688,0.001610905,0.00002870522,0.5888497,0.002207428,0.004625082,0.0171034],"study_design_scores_gemma":[0.004663956,0.001857411,0.6359447,0.000149819,0.001332692,0.03081767,0.001501784,0.00006167069,0.3181158,0.0007423966,0.004704589,0.0001075104],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786643,0.01629594,0.00005616586,0.003998438,0.0002068606,0.00005734252,0.000002100207,0.000003110429,0.0007157595],"genre_scores_gemma":[0.9974462,0.001919419,0.0001903699,0.0002445393,0.00008049251,0.000001210607,0.00000247653,0.000009810975,0.0001054494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2814185,"threshold_uncertainty_score":0.141549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201143916497979,"score_gpt":0.2608288417060419,"score_spread":0.2488174025410621,"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."}}