{"id":"W2169763961","doi":"10.1002/jso.20129","title":"Keeping abreast of soft‐tissue sarcomas","year":2004,"lang":"en","type":"letter","venue":"Journal of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Soft tissue; General surgery; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004276863,0.0003281822,0.002237075,0.0004170174,0.00003636354,0.000009815342,0.0002178255,0.0011501,0.0008595299],"category_scores_gemma":[0.00006328377,0.0002303909,0.0007781591,0.0001793086,0.0002230661,0.00005568037,0.00006336928,0.002248476,0.000044864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008438089,"about_ca_system_score_gemma":0.001066034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005013781,"about_ca_topic_score_gemma":0.000003052422,"domain_scores_codex":[0.9970319,0.0001927624,0.001420238,0.0002374765,0.0006955523,0.0004221273],"domain_scores_gemma":[0.9965999,0.000996684,0.00146618,0.0002680299,0.0004442856,0.0002249184],"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":[0.0008882013,0.002765082,0.005798741,0.0004769044,0.001660608,0.2834066,0.000126906,0.00001989329,0.0000792013,0.0001284658,0.530838,0.1738115],"study_design_scores_gemma":[0.005818116,0.0033165,0.002779652,0.0009079733,0.0009338522,0.04255688,0.00001737495,9.55185e-7,0.0002366148,0.0003162203,0.9429582,0.0001576583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009860861,0.0131107,0.00003819099,0.9637335,0.001186391,0.0003329446,0.00002271986,0.00001540928,0.01169931],"genre_scores_gemma":[0.2128638,0.0153339,0.00800364,0.7263498,0.03468503,0.00004548355,0.0001809044,0.0002976581,0.002239786],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4121203,"threshold_uncertainty_score":0.9768633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03157133385804863,"score_gpt":0.3316122357843528,"score_spread":0.3000409019263042,"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."}}