{"id":"W4402574883","doi":"10.1097/prs.0000000000011748","title":"Predictive Modeling of Immunogenicity to Botulinum Toxin A Treatments for Glabellar Lines","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Botulinum Toxin and Related Neurological Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immunogenicity; Logistic regression; Medicine; Cervical dystonia; Clinical trial; Botulinum toxin; Immune system; Internal medicine; Immunology; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008981128,0.001046797,0.001370339,0.001307918,0.000283136,0.001368604,0.0009904504,0.001124137,0.002847543],"category_scores_gemma":[0.02104455,0.0005010374,0.002291897,0.0007147987,0.000501527,0.0006057561,0.000548525,0.001335084,0.0003061622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001364721,"about_ca_system_score_gemma":0.001228121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00844274,"about_ca_topic_score_gemma":0.002472563,"domain_scores_codex":[0.9984823,0.0009329942,0.00008675955,0.0002184645,0.000136392,0.0001430998],"domain_scores_gemma":[0.9702102,0.02659632,0.002021689,0.00024451,0.0007085523,0.0002187658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008874005,0.0002782632,0.02856868,0.0001723538,0.0003402969,0.00009689799,0.00003513971,0.9510996,0.0003808496,0.0008701844,0.0006734975,0.01659692],"study_design_scores_gemma":[0.00004669018,0.0002193437,0.00385547,0.0000299983,0.00009494379,0.00002627325,0.00001300479,0.9940058,0.0001416342,0.001355759,0.0002028758,0.00000823024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8736098,0.00467556,0.1150202,0.001691694,0.0001503306,0.0003541427,0.001456544,0.0003060399,0.002735592],"genre_scores_gemma":[0.9901884,0.0007722555,0.006833944,0.0001470904,0.0000463665,0.0002236656,0.0007894111,0.00001559371,0.0009832206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008981128,"threshold_uncertainty_score":0.04749727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0298729578208104,"score_gpt":0.2690836143424694,"score_spread":0.239210656521659,"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."}}