{"id":"W2046870500","doi":"10.2106/jbjs.k.00971","title":"Effects of Neoadjuvant Chemotherapy on Image-Directed Planning of Surgical Resection for Distal Femoral Osteosarcoma","year":2012,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Mount Sinai Hospital","funders":"National Cancer Institute","keywords":"Medicine; Intraclass correlation; Chemotherapy; Osteosarcoma; Magnetic resonance imaging; Radiology; Surgery; Neoadjuvant therapy; Cancer; Breast cancer; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000707907,0.0001192017,0.0009124839,0.0002877916,0.00003122806,0.000006099266,0.000008449457,0.0000614408,0.00001227663],"category_scores_gemma":[0.0001864277,0.00008133672,0.0004337869,0.00009500091,0.00004826332,0.00009822789,0.000008613565,0.0001132352,3.66987e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003416563,"about_ca_system_score_gemma":0.00004047233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001127985,"about_ca_topic_score_gemma":3.425385e-7,"domain_scores_codex":[0.9987273,0.00006021987,0.0006958028,0.00007878689,0.0002489742,0.0001889406],"domain_scores_gemma":[0.9979699,0.001071435,0.0005951503,0.00007799162,0.0001423971,0.000143078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01734553,0.005201445,0.8314772,0.001642797,0.0007921115,0.001071627,0.0007216042,0.000002115889,0.0798111,0.00006899131,0.01051285,0.05135257],"study_design_scores_gemma":[0.00457701,0.00164895,0.7339672,0.001487628,0.0001972837,0.0009452063,0.00007830732,0.0000212587,0.2559569,0.00003246563,0.001002928,0.00008484192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931098,0.005699624,0.00003162098,0.0006354658,0.0002558215,0.0001947442,0.000005079351,0.000007381834,0.00006050766],"genre_scores_gemma":[0.9983757,0.0005895545,0.0006277949,0.00004743577,0.0003104389,0.000006274459,0.000005616507,0.00001617301,0.00002103452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1761458,"threshold_uncertainty_score":0.3316815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681112821616175,"score_gpt":0.2913244782318147,"score_spread":0.264513350015653,"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."}}