{"id":"W3205244254","doi":"10.1155/2021/4740924","title":"The Utility of Chest Imaging for Surveillance of Atypical Lipomatous Tumors","year":2021,"lang":"en","type":"article","venue":"Sarcoma","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Radiology","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":[0.001218515,0.0002263875,0.0001585148,0.001592182,0.0001202681,0.0005489829,0.0002878763,0.0002770989,0.001043263],"category_scores_gemma":[0.004601427,0.00009884346,0.0001888156,0.0004952038,0.0003093955,0.0005096634,0.0001520771,0.0003215883,0.000332198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002106767,"about_ca_system_score_gemma":0.0001898631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006777146,"about_ca_topic_score_gemma":0.001095145,"domain_scores_codex":[0.9995789,0.0001396949,0.00009417651,0.00004032851,0.0001145197,0.00003239653],"domain_scores_gemma":[0.9948804,0.00256948,0.001464225,0.0001564523,0.0006070997,0.0003222745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001775536,0.00002595533,0.9086335,0.0006005043,0.00005457966,0.006782135,0.0001513287,0.0002657025,0.003585184,0.0001408363,0.002670403,0.07691233],"study_design_scores_gemma":[0.00001262901,0.0004579348,0.8550958,0.0008975891,0.0001409141,0.1264781,0.0003619117,0.0008747849,0.002446022,0.0002209153,0.01299016,0.00002331327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8774875,0.1039927,0.003961726,0.002203078,0.0005342666,0.0001156865,0.0008091602,0.0001388051,0.01075701],"genre_scores_gemma":[0.9836447,0.01236551,0.001791128,0.0004987914,0.0007608265,0.00002386475,0.0003558743,0.00001069264,0.0005484968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001592182,"threshold_uncertainty_score":0.006444216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074313126933106,"score_gpt":0.2887938394587919,"score_spread":0.2680507081894608,"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."}}