{"id":"W2417068935","doi":"10.1097/dss.0000000000000486","title":"Avoiding and Treating Blindness From Fillers","year":2015,"lang":"en","type":"review","venue":"Dermatologic Surgery","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":503,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; SKiN Health","funders":"","keywords":"Glabella; Medicine; Filler (materials); Blindness; Complication; Forehead; Surgery; Dermatology; Optometry","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":[0.0009893319,0.0004209096,0.003051889,0.0005140859,0.0001385582,0.00003438304,0.00007529381,0.0005907961,0.0001510901],"category_scores_gemma":[0.002191987,0.0003101589,0.0005218498,0.0003668416,0.00009318836,0.00007778419,0.00007254757,0.0006094373,0.00007099222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090126,"about_ca_system_score_gemma":0.0004714783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003116048,"about_ca_topic_score_gemma":9.87251e-7,"domain_scores_codex":[0.9976456,0.0004941624,0.0008172644,0.000444148,0.0002919362,0.0003068446],"domain_scores_gemma":[0.9958435,0.003129562,0.0003872277,0.000287405,0.0001056108,0.0002467347],"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":[0.000007288648,0.00003669892,0.0007228593,0.001748372,0.0001038137,0.0008147832,0.00004984694,1.009208e-8,1.408949e-7,0.00002670403,0.04141695,0.9550725],"study_design_scores_gemma":[0.00008220898,0.000006091895,0.00001584606,0.008531903,0.0002751728,0.001161963,0.00009254654,0.00001105377,0.000006316836,0.00007652308,0.9894418,0.0002985825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000438957,0.992838,0.00002801974,0.000249409,0.0003839323,0.0004147077,0.00004879972,0.0003940933,0.005204103],"genre_scores_gemma":[0.0004015863,0.9975814,0.0001958509,0.0007162917,0.00005881088,0.00009958784,0.000676008,0.00004952809,0.000220947],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.954774,"threshold_uncertainty_score":0.999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.20906213230449,"score_gpt":0.3941228023724606,"score_spread":0.1850606700679705,"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."}}