{"id":"W4408885258","doi":"10.1111/jocd.70094","title":"Consensus Statements on Managing Aesthetic Needs in Prescription Medication‐Driven Weight Loss Patients: An International, Multidisciplinary Delphi Study","year":2025,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Galderma","keywords":"Delphi method; Multidisciplinary approach; Medical prescription; Medicine; Best practice; Patient-reported outcome; Population; Family medicine; Nursing; Quality of life (healthcare); Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004588987,0.0001364386,0.0004301893,0.001272343,0.00005493686,0.00001688849,0.0001929037,0.0000731919,0.0000243393],"category_scores_gemma":[0.0001410764,0.0001151616,0.00007231453,0.0002430777,0.0000825046,0.0001395743,0.00005306206,0.0003234228,0.000007436942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611052,"about_ca_system_score_gemma":0.0001558482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001203485,"about_ca_topic_score_gemma":0.00001056132,"domain_scores_codex":[0.9980391,0.0003170496,0.0009114926,0.0001531395,0.0003835084,0.000195674],"domain_scores_gemma":[0.9988205,0.0001361686,0.0003689997,0.0002335519,0.0003321143,0.0001086574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008822162,0.002772897,0.9838381,0.00004495248,0.0001799349,0.001039339,0.001572585,0.0001249576,0.00004614693,0.0002633821,0.001949367,0.007286163],"study_design_scores_gemma":[0.01146153,0.0009778172,0.9746299,0.0007790014,0.0002428999,0.0007441561,0.002788428,0.004385947,0.00008246122,0.00146661,0.002274659,0.0001666038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884759,0.0001026745,0.0003101754,0.008643487,0.001369048,0.0003126098,0.00000172507,0.00001527412,0.0007691011],"genre_scores_gemma":[0.9989857,0.000126195,0.0002673278,0.0004027624,0.00005407051,0.00001105755,0.00001072777,0.00001175305,0.0001303712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01057931,"threshold_uncertainty_score":0.4696152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895411578637441,"score_gpt":0.3475980655723421,"score_spread":0.3286439497859677,"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."}}