{"id":"W4399123052","doi":"10.1097/01.cot.0001024112.68048.a8","title":"Breakthroughs in Synovial Sarcoma & Myxoid/Round Cell Liposarcoma","year":2024,"lang":"en","type":"article","venue":"Oncology Times","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Synovial sarcoma; Myxoid liposarcoma; Liposarcoma; Sarcoma; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002193018,0.0002516352,0.0005292897,0.0002652128,0.00005838256,0.00004262817,0.0001116768,0.0002643777,0.001925099],"category_scores_gemma":[0.00002959739,0.0002043432,0.0001820207,0.0003488577,0.0001420213,0.00009807118,0.00008259485,0.0003518895,0.002750136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005295476,"about_ca_system_score_gemma":0.0004042478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002901666,"about_ca_topic_score_gemma":0.0003691416,"domain_scores_codex":[0.9983912,0.0001047153,0.0003636013,0.000493594,0.0002052939,0.0004416309],"domain_scores_gemma":[0.9988961,0.0005246404,0.00004289355,0.0003532589,0.00003543533,0.0001476432],"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":[0.0008374178,0.01646364,0.2611017,0.0005977966,0.0008275222,0.02293371,0.00377206,0.00001098271,0.006168616,0.009423474,0.3569184,0.3209448],"study_design_scores_gemma":[0.003616034,0.001591116,0.05970896,0.0002104123,0.000339994,0.001161793,0.0002057087,0.0001577373,0.001492545,0.001311276,0.9299017,0.0003026887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7623399,0.02190338,0.00003034149,0.01175377,0.0009810992,0.0006504537,0.00002405273,0.0002749299,0.202042],"genre_scores_gemma":[0.9798572,0.000505992,0.002505561,0.001047916,0.0003951464,0.0001441712,0.00008070809,0.00004961717,0.01541369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5729834,"threshold_uncertainty_score":0.9989873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435360277154141,"score_gpt":0.327952187912858,"score_spread":0.3035985851413165,"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."}}