{"doi":"10.61782/fa.2023.1142","title":"Framework for reducing variability and selection bias in teacher vocal health research","abstract":"Studies of vocal health have evidenced a teacher's significant risk for voice problems and have identified potential risk factors.However, these studies' usability, including using the results to develop appropriate interventions, has been hampered by the variability in the study designs.To address this issue, two new tools have been developed: [1] a Teacher Research Registry (TRR) and [2] a Teacher Vocal Health Survey Instrument (TVHS).The TRR provides a larger demographic and geographic pool using a three-pronged approach of broad-based recruitment, demographic selectivity, and high volume.The TVHS is based on mixed research methods that include a systematic review of literature, qualitative interviews, and focus groups testing.The combined use of TRR and TVHS facilitates a wide range of innovative teacher cross-sectional and longitudinal studies.Further, it will increase the number of teachers available for studies, thereby mitigating the costs of general recruitment and follow-up studies, while enabling subject-specific recruitment (e.g., age, grade level, experience).Finally, it will improve study designs by reducing the effect of study-specific selection bias or other non-representative sampling methods, thereby creating more robust measurement and survey instruments and increasing reproducibility.","journal":null,"year":2024,"id":487741,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":2,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9583,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2024-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":759564,"name":"Adrián Castillo‐Allendes","orcid":"0000-0002-9511-6203","position":1,"is_corresponding":false},{"id":395684,"name":"Lady Catherine Cantor-Cutiva","orcid":"0000-0002-4530-4345","position":2,"is_corresponding":false},{"id":395686,"name":"Eric J. Hunter","orcid":"0000-0001-5571-464X","position":0,"is_corresponding":true}],"reference_count":3,"raw_metadata":null,"created_at":"2026-07-19T02:08:10.215754Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}