{"id":"W4408792023","doi":"10.1245/s10434-025-17142-x","title":"ASO Visual Abstract: Examining the Impact of Biopsy Technique on Clinical and Pathologic Outcomes in Dermatofibrosarcoma Protuberans—An International, Multi-Institutional Study","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":"Dermatofibrosarcoma protuberans; Medicine; Surgical oncology; Biopsy; Dermatology; Radiology; Oncology","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":[0.001945884,0.0003509782,0.0003027,0.0008910996,0.0004141161,0.000834883,0.0005456947,0.0004388087,0.004324454],"category_scores_gemma":[0.007478736,0.0001688958,0.0005631088,0.001134997,0.0003648039,0.000739034,0.0006346723,0.0004579028,0.0005681612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004075755,"about_ca_system_score_gemma":0.0007144133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187393,"about_ca_topic_score_gemma":0.002708124,"domain_scores_codex":[0.999118,0.0002947035,0.0001009075,0.0001385416,0.0002272209,0.0001205303],"domain_scores_gemma":[0.9920905,0.002227303,0.003187839,0.0003958578,0.001072627,0.001025837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001770967,0.0003787166,0.9888049,0.0000795012,0.0002321931,0.00006564941,0.0001109762,0.00005290253,0.000314421,0.00003179843,0.001540604,0.006617463],"study_design_scores_gemma":[0.000148604,0.001035465,0.9965658,0.00003953576,0.0002731404,0.0002785446,0.0004646704,0.000113647,0.0002716112,0.00004431969,0.0007528313,0.00001195463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996085,0.0003536904,0.0001102062,0.0002256289,0.00005304534,0.00004580424,0.001955407,0.000006155536,0.001164962],"genre_scores_gemma":[0.9976352,0.0001719242,0.0001217732,0.0001904192,0.0001355026,0.00003293317,0.001190023,0.000007231021,0.0005151029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004324454,"threshold_uncertainty_score":0.01446676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1796490890303454,"score_gpt":0.517736708698942,"score_spread":0.3380876196685966,"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."}}