{"id":"W4401809368","doi":"10.1245/s10434-024-15981-8","title":"Histology-Tailored Approach to Soft Tissue Sarcoma","year":2024,"lang":"en","type":"review","venue":"Annals of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Surgical oncology; Soft tissue; Sarcoma; Soft tissue sarcoma; Histology; Metastasis; Pathology; Radiology; Surgery; Cancer; Internal medicine","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":[0.0003688645,0.0005639308,0.0009449495,0.001699712,0.0001757367,0.0006989877,0.000662491,0.000603165,0.004625699],"category_scores_gemma":[0.001014777,0.0001799235,0.0006427945,0.001040832,0.0002991893,0.000857593,0.0005582168,0.001413889,0.001132739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004550267,"about_ca_system_score_gemma":0.0007528784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009795411,"about_ca_topic_score_gemma":0.003163586,"domain_scores_codex":[0.9998565,0.00003129358,0.00002430434,0.00003202182,0.00004148866,0.00001441983],"domain_scores_gemma":[0.9997227,0.0001722334,0.00004015079,0.000006939879,0.00003910648,0.00001888012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005527726,0.00004863815,0.0002628235,0.01630684,0.0001346355,0.0002126821,0.00002457337,0.0003395966,0.0006615851,0.001167784,0.02347566,0.9573098],"study_design_scores_gemma":[0.000124787,0.0002165033,0.003603184,0.0252234,0.0009534425,0.005826473,0.00009858281,0.0003252443,0.0005787616,0.002663026,0.9603448,0.00004174195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001157407,0.9984784,0.0001439583,0.0001972941,0.0001824707,0.000004201317,0.00001265545,0.000006961024,0.0008583525],"genre_scores_gemma":[0.001289562,0.9972942,0.0002320835,0.0005008318,0.0002528903,0.000004603527,0.00003698585,0.000002120276,0.000386522],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004625699,"threshold_uncertainty_score":0.01547456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2039593135555566,"score_gpt":0.4602865160290282,"score_spread":0.2563272024734716,"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."}}