{"id":"W4417133912","doi":"10.1177/22925503251403511","title":"The Role of Evidence-Based Plastic Surgery in the Era of Influencers, Misinformation and Disinformation","year":2025,"lang":"en","type":"editorial","venue":"Plastic Surgery","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Misinformation; Disinformation; Plastic surgery; Pandemic; False accusation","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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02055275,0.0002993623,0.000901509,0.0009643511,0.0002435082,0.001107575,0.001808753,0.0006010514,0.0000205165],"category_scores_gemma":[0.6054143,0.0001483782,0.0002418385,0.002005603,0.0003881897,0.003170164,0.0002168108,0.001202747,0.00001017557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008996066,"about_ca_system_score_gemma":0.002727322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004147237,"about_ca_topic_score_gemma":0.00005839735,"domain_scores_codex":[0.991383,0.0007253175,0.002933934,0.0003486085,0.004224423,0.000384704],"domain_scores_gemma":[0.33288,0.6633345,0.002256565,0.0006136693,0.0008517448,0.000063525],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002873708,0.00001780542,0.0289366,0.0001634188,0.00002159527,0.000001075159,0.0005474559,0.001068201,0.000001922884,0.00004980344,0.9237464,0.04515835],"study_design_scores_gemma":[0.0004948649,0.0000582543,0.1269429,0.0110741,0.0001929639,0.000003625877,0.005132062,0.02956031,0.0002115137,0.002802904,0.8227159,0.0008105571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.1285775,0.003576196,0.0008117518,0.00062659,0.8653075,0.0003864433,0.0003456879,0.00003023665,0.000338042],"genre_scores_gemma":[0.9580675,0.001582106,0.00001569227,0.0000590391,0.03993084,0.00006657514,0.0002192481,0.00001664049,0.0000423774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8294899,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06248781343435657,"score_gpt":0.342831551143365,"score_spread":0.2803437377090084,"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."}}