{"id":"W4386116676","doi":"10.1001/jamaoto.2023.2217","title":"Socioeconomic Status Among Cochlear Implant Candidates and Association With Surgical Pursuance","year":2023,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of Ottawa; Dalhousie University","funders":"","keywords":"Candidacy; Cochlear implant; Medicine; Odds ratio; Socioeconomic status; Audiology; Implant; Hearing loss; Demography; Surgery; Population; Internal medicine; 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":[0.001007677,0.000222304,0.0004855097,0.0002482819,0.0003316931,0.0001527668,0.0000914379,0.00029629,0.00005372171],"category_scores_gemma":[0.000975134,0.0001889682,0.00009789901,0.0003438777,0.0002838328,0.0004675091,0.00008348234,0.0004152168,0.0002446594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954674,"about_ca_system_score_gemma":0.0001434908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004025907,"about_ca_topic_score_gemma":0.00009270943,"domain_scores_codex":[0.9974644,0.000371781,0.0004097933,0.0006490648,0.0002764979,0.0008285167],"domain_scores_gemma":[0.9950905,0.004160175,0.0002413098,0.0002406512,0.00005221431,0.0002151258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001433945,0.00003986434,0.9875558,0.00009148155,0.00001739297,0.0004909862,0.000314309,0.00002558353,0.006127659,0.0001735144,0.003837858,0.001182131],"study_design_scores_gemma":[0.000579793,0.0001026459,0.9921516,0.00008783366,0.00001265664,0.0002021802,0.00006032646,0.001272893,0.001607763,0.0001329706,0.003540014,0.000249287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966875,0.00005777205,0.000002277852,0.001869677,0.0004403348,0.0003083286,0.00006937794,0.0002928258,0.0002719022],"genre_scores_gemma":[0.998414,0.000405204,0.00002658301,0.0003959208,0.0001342486,0.00007808248,0.0000474552,0.00003789425,0.0004605867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004595811,"threshold_uncertainty_score":0.7705901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598588749110343,"score_gpt":0.2576885815522113,"score_spread":0.2417026940611079,"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."}}