{"id":"W4410396454","doi":"10.1245/s10434-025-17306-9","title":"Radiologic and Pathologic Response Evaluation After Neoadjuvant Chemotherapy for Primary Retroperitoneal Sarcoma: A Transatlantic Australasian Retroperitoneal Sarcoma Working Group (TARPSWG) Collaboration","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Surgical oncology; Medicine; Sarcoma; Chemotherapy; Neoadjuvant therapy; Oncology; Radiology; Internal medicine; Pathology; Cancer","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":[0.01339994,0.0002012759,0.0005449085,0.001552325,0.0004966595,0.001257986,0.0006441505,0.0005073678,0.0008284221],"category_scores_gemma":[0.009494346,0.0002271939,0.0003911764,0.00126251,0.0004277554,0.0005828292,0.0008556866,0.0007531142,0.0002639684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512037,"about_ca_system_score_gemma":0.003535422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007462451,"about_ca_topic_score_gemma":0.01678213,"domain_scores_codex":[0.9975542,0.001016784,0.0004204292,0.0002072773,0.0006315844,0.0001697774],"domain_scores_gemma":[0.9895348,0.001937349,0.001871914,0.0008788828,0.004696308,0.001080779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001316332,0.0004723401,0.6846803,0.0002491176,0.000333791,0.0008121172,0.001224009,0.0008367224,0.008910028,0.0002384663,0.01880124,0.2821255],"study_design_scores_gemma":[0.0001100317,0.0007981486,0.9564217,0.0003370347,0.0002257019,0.002771545,0.001196039,0.001400619,0.002910967,0.0003014582,0.03349626,0.00003057312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347616,0.02073078,0.003764273,0.0109277,0.000723099,0.0005905497,0.001990287,0.0001812015,0.02633044],"genre_scores_gemma":[0.9862965,0.004132781,0.004324845,0.001104737,0.0002463352,0.000130648,0.001699367,0.00005941888,0.002005377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01339994,"threshold_uncertainty_score":0.07086653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04945991232389109,"score_gpt":0.3681451464227065,"score_spread":0.3186852340988154,"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."}}