{"id":"W4414083312","doi":"10.2196/76898","title":"Dermal Filler Use in Patients Undergoing Chemotherapy and Radiation Therapy","year":2025,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemotherapy; Filler (materials); Radiation therapy; Adverse effect; Adjuvant; Cancer; Skin cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002389698,0.000112915,0.0002667414,0.0001817192,0.0000454925,0.0000109967,0.00003459702,0.0001031888,0.00002650294],"category_scores_gemma":[0.00003225686,0.0001020996,0.00002622958,0.0001602206,0.00006684367,0.00008540608,0.00002755149,0.0001083361,0.000005382175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006822531,"about_ca_system_score_gemma":0.00005753565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001841157,"about_ca_topic_score_gemma":0.00005503003,"domain_scores_codex":[0.9993082,0.00004348188,0.000192001,0.0001982276,0.0000688841,0.0001892079],"domain_scores_gemma":[0.9995989,0.000153067,0.00004480126,0.0001433409,0.00003157258,0.00002827381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002441352,0.00009629891,0.9782835,0.00004756189,0.00005983139,0.00001705066,0.0003244699,4.279096e-7,0.00002363905,0.0001721844,0.005218559,0.01551237],"study_design_scores_gemma":[0.006974939,0.00006777687,0.9774115,0.00004957687,0.000006058775,0.00002500582,0.00003524096,0.00003815693,0.0006768567,0.0001120478,0.01452648,0.00007632667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932556,0.001181571,0.00002893638,0.003803022,0.0001458221,0.0004861168,0.000001288389,0.00002592066,0.00107176],"genre_scores_gemma":[0.9943343,0.001063383,0.0001719204,0.004117302,0.00001857339,0.00007688913,0.00001033583,0.00001159876,0.0001956622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01543604,"threshold_uncertainty_score":0.4163502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178769884077811,"score_gpt":0.2832953348337266,"score_spread":0.2715076359929485,"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."}}