{"id":"W3179222450","doi":"10.1158/1538-7445.am2021-2627","title":"Abstract 2627: Socioeconomic status and utilization of major surgical procedures in the United States, Canada, and Australia","year":2021,"lang":"en","type":"article","venue":"Cancer Research","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University Health Network; Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Residence; Demography; Socioeconomic status; Population; Australian population; Per capita; Census; Geography; Gerontology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002743854,0.0001762095,0.0001703088,0.001135891,0.001164252,0.0006844224,0.0004072397,0.0001824861,0.001785324],"category_scores_gemma":[0.002026343,0.0001473687,0.0003251564,0.002263567,0.0003482135,0.0002799285,0.0007302559,0.0003643343,0.0001946332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00515463,"about_ca_system_score_gemma":0.006939824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9533578,"about_ca_topic_score_gemma":0.9569966,"domain_scores_codex":[0.9995969,0.00003811623,0.00004788366,0.00005872225,0.0001508539,0.000107507],"domain_scores_gemma":[0.9982204,0.00006217224,0.0005176375,0.0000330273,0.0006716049,0.0004951077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007974893,0.00001104475,0.9976918,0.00001506096,0.00002271467,0.00002460374,0.0002206834,0.00003489312,0.00002909502,0.00004199419,0.0006505403,0.001249541],"study_design_scores_gemma":[6.658004e-7,0.000003274335,0.9993659,0.00001099189,0.000004270807,0.00001710506,0.0002738284,0.00006523282,0.000006898372,0.000006603208,0.0002438911,0.000001470963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991833,0.0004704372,0.00004646277,0.0003121269,0.000009293201,0.00002096811,0.003591095,0.000005426609,0.003711235],"genre_scores_gemma":[0.9978923,0.00031274,0.00006297529,0.00006015124,0.000005164079,0.00001233574,0.00123309,0.000002314959,0.000418914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04664224,"threshold_uncertainty_score":0.0938338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2145200230231602,"score_gpt":0.4612824515745766,"score_spread":0.2467624285514164,"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."}}