{"id":"W4417167054","doi":"10.1016/j.prro.2025.11.004","title":"Surgical Reconstruction Toxicity Following Hypofractionated Adjuvant Radiation Therapy for Primary Cutaneous Melanoma","year":2025,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Slavin Family Foundation; University of Texas MD Anderson Cancer Center; Radiological Society of North America; Melanoma Research Alliance; National Cancer Institute; Andrew Sabin Family Foundation; Melanoma Research Foundation","keywords":"Adjuvant; Adjuvant radiotherapy; Toxicity; Melanoma; Adjuvant therapy; Radiation therapy","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":[0.0004964058,0.0001926822,0.0004761859,0.0003436423,0.0002420069,0.00004079841,0.00005355214,0.0003444814,0.0003183765],"category_scores_gemma":[0.001114874,0.0001870105,0.0002482854,0.0003670593,0.00005515393,0.0002877362,0.00002431721,0.0003448877,0.00005327644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261354,"about_ca_system_score_gemma":0.000612414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002100244,"about_ca_topic_score_gemma":0.000008617985,"domain_scores_codex":[0.9982073,0.0002297179,0.0005543452,0.0004524844,0.0002480853,0.0003080721],"domain_scores_gemma":[0.9976445,0.001577074,0.0002524489,0.0002223535,0.0001528264,0.0001508119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004104226,0.0006620286,0.001718625,0.00004112277,0.0004123184,0.0002865557,0.00004211872,0.00003468695,0.004462867,0.004058052,0.004548959,0.9796284],"study_design_scores_gemma":[0.006780928,0.001639182,0.009643873,0.00002230322,0.0003083183,0.00344767,0.0001117831,0.005021326,0.003376429,0.001015925,0.968425,0.0002072577],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8192797,0.001141289,0.02747942,0.06189782,0.008364603,0.004661994,0.00002268847,0.0006781571,0.07647432],"genre_scores_gemma":[0.9838881,0.001333537,0.004909529,0.004929078,0.000600716,0.0003347777,0.0002057668,0.00003155932,0.003766954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9794212,"threshold_uncertainty_score":0.7626066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956106595456068,"score_gpt":0.34577444562362,"score_spread":0.3262133796690593,"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."}}