{"id":"W4402582991","doi":"10.1097/01.gox.0001063956.86494.a4","title":"Exploring the Nexus: Socioeconomic Indices and Their Influence on Patient-Reported Outcomes in Oncologic Reconstructive Surgery at a Quaternary Care Center","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Socioeconomic status; Center (category theory); Medicine; Quaternary; Reconstructive surgery; Gerontology; Surgery; Environmental health; Engineering; Geology; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004190965,0.0004313249,0.00123951,0.0003056245,0.000131532,0.0001128022,0.000202018,0.0001224003,0.00008376776],"category_scores_gemma":[0.001273663,0.0002817189,0.0002807711,0.0003265337,0.0005840945,0.0007300664,0.0003549148,0.0003386383,0.00003798585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009619298,"about_ca_system_score_gemma":0.000523336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008290227,"about_ca_topic_score_gemma":0.0003576757,"domain_scores_codex":[0.9973837,0.000266918,0.000949596,0.0007318225,0.0002084385,0.0004595976],"domain_scores_gemma":[0.9902159,0.0087722,0.0004046408,0.0003025382,0.0001463657,0.0001583354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007021461,0.00005290889,0.9390243,0.0001484156,0.0005542032,0.0002615295,0.004192027,0.00001852862,0.00002079696,0.00007003988,0.00009571851,0.05485938],"study_design_scores_gemma":[0.000751954,0.0002282571,0.9632376,0.004183965,0.0001181453,0.0005328843,0.02780031,0.00006726021,0.0008175077,0.000814922,0.001001644,0.0004455452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930411,0.00142375,0.000003326202,0.0002023309,0.002190508,0.0007382205,0.0004079112,0.00005433246,0.001938516],"genre_scores_gemma":[0.9986609,0.0007113129,0.00009421304,0.0002035131,0.00005866349,0.0001869583,0.000047422,0.00002468072,0.00001237561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05441383,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1358885688692993,"score_gpt":0.3599658622214334,"score_spread":0.2240772933521341,"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."}}