Abstract:Abstract: Objective To investigate the correlation between early hearing improvement and prognosis in patients with flat-type, total-deafness-type, and high-frequency-descending-type sudden sensorineural hearing loss (SSNHL), and to evaluate the predictive value of a combined prediction model incorporating initial hearing threshold and early hearing improvement for prognosis.Methods A retrospective analysis was conducted on 162 patients with unilateral SSNHL hospitalized in our department from January 2017 to June 2025. Based on whether the affected ear achieved complete recovery at the final follow-up (last pure-tone audiometry at ≥1 month after discharge), patients were divided into a complete recovery group (n=95) and an incomplete recovery group (n=67). The Mann–Whitney U test and chi-square test were used to compare age, time from onset to treatment, sex, affected ear side, vertigo, diabetes mellitus, hypertension, early hearing improvement, and initial hearing threshold at impaired frequencies between the two groups. Logistic regression was used to identify independent factors for complete hearing recovery. The optimal cutoff values of continuous variables were determined by receiver operating characteristic (ROC) curves and the Youden index, and the patients were regrouped accordingly for Fisher’s exact test. A combined prediction model was established by entering initial hearing threshold and early improvement simultaneously into logistic regression, and its incremental predictive value was evaluated by bootstrap internal validation, net reclassification improvement (NRI), integrated discrimination improvement (IDI), and decision curve analysis (DCA).Results The overall complete recovery rate of the 162 patients with unilateral SSNHL was 58.64%. Multivariable logistic regression showed that initial hearing at onset (OR=0.922, P<0.001) and early pure-tone threshold improvement during treatment (OR=1.114, P<0.001) were independent factors for complete hearing recovery. In univariate ROC analysis, the optimal cutoffs of initial hearing threshold at onset and early threshold improvement were 77 dB HL (sensitivity 80.0%, specificity 73.1%) and 15 dB HL (sensitivity 85.3%, specificity 61.2%), respectively. The combined model achieved an AUC of 0.939 (95% CI 0.902–0.975), with an optimism-corrected AUC of 0.934 after bootstrap internal validation, significantly higher than that of initial hearing threshold alone (0.832) and early improvement alone (0.799). Compared with the single indicators, the combined model yielded positive continuous NRI and IDI values (vs. initial hearing threshold: NRI=1.175, IDI=0.268; vs. early improvement: NRI=1.191, IDI=0.341). Decision curve analysis showed that the combined model provided a greater net benefit than the “treat-all” strategy across most threshold probabilities. Patients with an initial hearing threshold ≥77 dB HL at onset or an early pure-tone average improvement <15 dB HL had a poorer prognosis (both P<0.001). Conclusion Initial hearing at onset and early hearing improvement are independent predictors of prognosis in non-low-frequency-descending SSNHL, and their combination enables early prediction of prognosis. The conclusions of this study apply only to the flat-type, total-deafness-type, and high-frequency-descending-type SSNHL and should not be generalized to the low-frequency-descending type or to all SSNHL patients.