{"id":"W4409830142","doi":"10.1007/978-3-031-77061-6_17","title":"Is It Right, Safe, and Justified to Modulate the Margins?","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Computer science","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":[0.0007130944,0.0003872236,0.0003645173,0.0003740858,0.0005398052,0.001926934,0.000427862,0.001584502,0.02926871],"category_scores_gemma":[0.002166087,0.0001659475,0.0002498085,0.0002559798,0.001708497,0.00230386,0.0006116373,0.003724287,0.01292531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008095915,"about_ca_system_score_gemma":0.0009669358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259333,"about_ca_topic_score_gemma":0.004111893,"domain_scores_codex":[0.9997533,0.00006648368,0.000008880264,0.00002208072,0.0001322661,0.00001692663],"domain_scores_gemma":[0.999479,0.0003633203,0.00002636908,0.00002294677,0.00006896676,0.0000394372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002691976,0.00003588303,0.000125287,0.0002506636,0.000006143061,0.0002284745,0.0002765777,0.0003569822,0.0005313564,0.1449317,0.5579937,0.2952363],"study_design_scores_gemma":[0.000003917,0.00001619546,0.0001800924,0.0003812992,0.00000315221,0.0008927621,0.0001510087,0.00009963599,0.0001448661,0.04085814,0.9572613,0.000007769481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001061397,0.1001549,0.00934532,0.07309146,0.01916895,0.00004741751,0.0001551058,0.0001641256,0.7968113],"genre_scores_gemma":[0.01607091,0.07685367,0.01032856,0.04316367,0.00889961,0.00008595738,0.0001371317,0.0002248818,0.8442355],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02926871,"threshold_uncertainty_score":0.09791362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517042785568199,"score_gpt":0.2898401313401686,"score_spread":0.2546697034844866,"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."}}