{"id":"W4417332146","doi":"10.3390/curroncol32120703","title":"A Comprehensive Review of Margin Identification Methods in Soft Tissue Sarcoma","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Centre Hospitalier de l’Université de Montréal; Hôpital Maisonneuve-Rosemont; Université de Montréal","funders":"","keywords":"Surgical margin; Indocyanine green; Soft tissue; Acridine orange; Resection margin; Soft tissue sarcoma; Optical coherence tomography; Surgical oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001489451,0.0009067463,0.002446945,0.008515489,0.0003500593,0.001118976,0.0009273845,0.0008848496,0.004551414],"category_scores_gemma":[0.004821666,0.0004434608,0.002205769,0.007677488,0.0003932744,0.001551761,0.000712358,0.0006948555,0.0007409609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009296687,"about_ca_system_score_gemma":0.003672363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002966037,"about_ca_topic_score_gemma":0.005513181,"domain_scores_codex":[0.9989811,0.0001912088,0.0004546919,0.000112955,0.0002280955,0.00003206024],"domain_scores_gemma":[0.9967158,0.002207906,0.0005204132,0.00005263685,0.0004385908,0.00006467617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001394859,0.00003850309,0.0005336978,0.4605177,0.0009195266,0.0002062057,0.0001879305,0.0002365715,0.0009820756,0.0007053608,0.01189431,0.5236386],"study_design_scores_gemma":[0.00007789356,0.000402126,0.008383596,0.3692645,0.009340771,0.002654237,0.0003418087,0.0002124926,0.001070093,0.001179365,0.6069865,0.00008661474],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001670339,0.9991577,0.00009066633,0.0001019736,0.00006972223,0.00001538808,0.0001023539,0.000005227831,0.0002900039],"genre_scores_gemma":[0.000938158,0.9983442,0.0003279678,0.0001212338,0.0000532074,0.00002119267,0.0001049575,0.000001829574,0.0000873216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008515489,"threshold_uncertainty_score":0.01522601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452302406032533,"score_gpt":0.5312190121210271,"score_spread":0.3859887715177738,"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."}}