{"id":"W7112562952","doi":"","title":"Persistent Gaps and Promising Practices in Recruiting, Hiring, and Retaining Canadians with Speech Disabilities","year":2025,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Augmentative and alternative communication; Qualitative research; Reflexivity; Credibility; Distress; Equity (law); Promotion (chess); Closeness","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0116895,0.0003730157,0.0005821616,0.001855924,0.03148087,0.007389204,0.004769416,0.001747114,0.004008694],"category_scores_gemma":[0.02261135,0.0005140565,0.0004336241,0.004410972,0.007975795,0.003061143,0.006530854,0.002222412,0.0005100029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05460729,"about_ca_system_score_gemma":0.239234,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9768673,"about_ca_topic_score_gemma":0.9887554,"domain_scores_codex":[0.9878781,0.002115597,0.0004777998,0.0008134696,0.004066506,0.004648459],"domain_scores_gemma":[0.986406,0.002197452,0.001143204,0.0004829256,0.005374649,0.004395809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001051314,0.0001062482,0.06888168,0.0006149498,0.00001931354,0.0009923291,0.8021564,0.000129125,0.001071115,0.003873524,0.009440067,0.1126101],"study_design_scores_gemma":[0.00000636426,0.00005755179,0.03875731,0.0005258045,0.00001291356,0.0001431868,0.9343781,0.0001184717,0.0001265138,0.0004756442,0.02536138,0.0000368479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425694,0.004064667,0.0008058197,0.0250082,0.0002364003,0.0002054567,0.0002974447,0.00006098675,0.02675156],"genre_scores_gemma":[0.9859891,0.003184452,0.002020138,0.002821225,0.00002769105,0.0001139636,0.0001765888,0.00002586801,0.00564092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05460729,"threshold_uncertainty_score":0.3962054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02594271791876659,"score_gpt":0.2716856989641006,"score_spread":0.245742981045334,"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."}}