{"id":"W4386703665","doi":"10.1002/gcc.23196","title":"Complementary value of molecular analysis to expert review in refining classification of uncommon soft tissue tumors","year":2023,"lang":"en","type":"article","venue":"Genes Chromosomes and Cancer","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"National Cancer Institute","keywords":"Fluorescence in situ hybridization; Sarcoma; Molecular pathology; Soft tissue; Molecular diagnostics; Pathology; Molecular genetics; Computational biology; Synovial sarcoma; Fish <Actinopterygii>; Biology; Medicine; Bioinformatics; Chromosome; Gene; Genetics","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":[0.02474378,0.0005486525,0.0007227648,0.01461299,0.0007190104,0.00197201,0.001290473,0.0005844301,0.002026795],"category_scores_gemma":[0.05505729,0.0003290557,0.0006742972,0.003293887,0.0007869923,0.00199126,0.002248181,0.0005305096,0.0009899394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008856665,"about_ca_system_score_gemma":0.001782185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001953978,"about_ca_topic_score_gemma":0.003606837,"domain_scores_codex":[0.9823775,0.008581623,0.002727303,0.002070053,0.003584572,0.0006588938],"domain_scores_gemma":[0.9305791,0.02392302,0.009611338,0.006371615,0.02717049,0.002344385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008122671,0.000174637,0.4947355,0.001588693,0.0003448003,0.005788612,0.00615368,0.00201321,0.02236285,0.0009094002,0.004633925,0.4604824],"study_design_scores_gemma":[0.0001438691,0.0009360217,0.8405699,0.001488837,0.001017611,0.03609693,0.009017824,0.01120715,0.02042419,0.00237464,0.07643601,0.0002870251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216798,0.01722612,0.03215289,0.002584788,0.000819683,0.001166498,0.001083557,0.0005926144,0.02269413],"genre_scores_gemma":[0.9378886,0.007054294,0.05023952,0.0005310267,0.0008406268,0.0002994444,0.001311953,0.0001572444,0.001677213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02474378,"threshold_uncertainty_score":0.1308592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04227395785342431,"score_gpt":0.3692905970992274,"score_spread":0.3270166392458031,"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."}}