{"id":"W4403978247","doi":"10.3390/jcm13216539","title":"Investigating the Use of Circulating Tumor DNA for Sarcoma Management","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sinai Health System; Lunenfeld-Tanenbaum Research Institute","funders":"FDC Foundation; Canada Foundation for Innovation","keywords":"Medicine; Sarcoma; Disease; Oncology; Circulating tumor DNA; Internal medicine; Metastasis; Distant metastasis; Cancer; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002315182,0.0004139237,0.0003216947,0.001151386,0.0002048629,0.0009456816,0.0005377544,0.0008781729,0.001555725],"category_scores_gemma":[0.005597123,0.000168351,0.0002450443,0.0005660448,0.0004396711,0.0006461522,0.0003020249,0.0005203256,0.0003986812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006718932,"about_ca_system_score_gemma":0.0009427256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006630777,"about_ca_topic_score_gemma":0.0007250804,"domain_scores_codex":[0.9988751,0.0003573092,0.00008787534,0.0002602037,0.0003563258,0.00006329628],"domain_scores_gemma":[0.9971125,0.001289298,0.0007157589,0.0001423689,0.0006120567,0.00012797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001316568,0.0004746648,0.2690232,0.002103795,0.0002190316,0.001169163,0.0007401132,0.001998123,0.2667212,0.001662835,0.002350317,0.452221],"study_design_scores_gemma":[0.0002380919,0.007149586,0.1797334,0.001216961,0.0009492072,0.01063048,0.001193578,0.01945088,0.7091142,0.005258561,0.06495621,0.0001088311],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8561179,0.05897372,0.06979258,0.003660076,0.0005065628,0.0007428046,0.001367421,0.0005828366,0.00825601],"genre_scores_gemma":[0.9402701,0.00818069,0.04824398,0.001056279,0.0001523841,0.0002103649,0.0005199435,0.00004242585,0.001323839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002315182,"threshold_uncertainty_score":0.01224399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120943677914683,"score_gpt":0.403554300191611,"score_spread":0.282610622276928,"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."}}