{"id":"W2999559326","doi":"10.1097/aln.0000000000003123","title":"Socioeconomic Status and Days Alive and Out of Hospital after Major Elective Noncardiac Surgery","year":2020,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Socioeconomic status; Household income; Demography; Surgery; Population; Environmental health","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":[0.00015852,0.0001677172,0.001083593,0.00005367068,0.00002705325,0.000006581576,0.00002696847,0.0001598487,0.00005962532],"category_scores_gemma":[0.0001533216,0.0001377978,0.0002548341,0.00003732789,0.000298295,0.00004022015,0.00003311625,0.0001283552,0.00003251249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001807887,"about_ca_system_score_gemma":0.0000757696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004437364,"about_ca_topic_score_gemma":0.000002882189,"domain_scores_codex":[0.9989308,0.0001276176,0.0002634471,0.000324131,0.00006987358,0.0002841456],"domain_scores_gemma":[0.9985134,0.001002386,0.00008356992,0.0001249953,0.00004454697,0.0002310726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000537756,0.00002746479,0.9941677,0.00006357779,0.0001711771,0.0002693004,0.001958261,1.141011e-7,0.000170938,0.0002365899,0.0002139714,0.002183155],"study_design_scores_gemma":[0.0005851526,0.0006816143,0.9839085,0.00001171766,0.0001637149,0.00005788225,0.0003874819,0.000004388581,0.0002650283,0.00006431775,0.01371923,0.0001509302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946095,0.002428395,0.00000231627,0.002143612,0.00007615518,0.000232783,0.000007763438,0.00002482974,0.0004746012],"genre_scores_gemma":[0.9961126,0.0008647465,0.0000808754,0.002669363,0.0001448347,0.00002326205,0.00001320699,0.00002020588,0.000070932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01350526,"threshold_uncertainty_score":0.5619231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009837206615091264,"score_gpt":0.2325949600543432,"score_spread":0.2227577534392519,"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."}}