{"id":"W4200377086","doi":"10.21873/anticanres.15463","title":"Preoperative Risk Factors for Fibrosarcomatous Transformation in Dermatofibrosarcoma Protuberans","year":2021,"lang":"en","type":"review","venue":"Anticancer Research","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Dermatofibrosarcoma protuberans; Medicine; Sarcoma; Wide local excision; Presentation (obstetrics); Fibrosarcoma; Dermatofibrosarcoma; Metastasis; Surgery; Dermatology; Pathology; Cancer; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008196876,0.0005065891,0.002344718,0.0006859491,0.0002706194,0.000133708,0.0002287676,0.0003795211,0.0001405698],"category_scores_gemma":[0.0003543078,0.0003599008,0.0007862836,0.001176027,0.0001770237,0.0001703847,0.00006852245,0.001027299,0.00004971342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007533733,"about_ca_system_score_gemma":0.001621094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000575697,"about_ca_topic_score_gemma":0.0001701186,"domain_scores_codex":[0.995765,0.0007750552,0.0009130324,0.0007567276,0.0008627756,0.0009274359],"domain_scores_gemma":[0.9967436,0.001883145,0.0001335742,0.0006224186,0.000389354,0.0002279003],"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":[0.000100248,0.001451939,0.009998164,0.03446217,0.000861734,0.000234635,0.002094951,0.000001491205,0.000001406485,0.001039807,0.001066348,0.9486871],"study_design_scores_gemma":[0.002620177,0.0006389089,0.001963645,0.03654145,0.001023083,0.0001501007,0.0006156771,0.0001115945,0.0003202184,0.00008269939,0.9554087,0.0005237359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003509145,0.9842698,0.00005148429,0.0002423074,0.00007463258,0.01083943,0.0004705973,0.00004252755,0.0005000768],"genre_scores_gemma":[0.006040737,0.9857512,0.0004057447,0.00001853776,0.0001095422,0.006413239,0.001016773,0.000109677,0.0001345806],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9543424,"threshold_uncertainty_score":0.9998853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1873603078157818,"score_gpt":0.4833628179880297,"score_spread":0.2960025101722479,"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."}}