{"id":"W4406794958","doi":"10.1080/17483107.2025.2449984","title":"Lipreading as a communication strategy to enhance speech recognition in individuals with hearing impairment: a scoping review","year":2025,"lang":"en","type":"review","venue":"Disability and Rehabilitation Assistive Technology","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Audiology; Psychology; Speech recognition; Hearing loss; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00935833,0.001299689,0.003854177,0.009851103,0.0008204526,0.004241569,0.002014359,0.003354357,0.004177715],"category_scores_gemma":[0.03592828,0.0007461598,0.003604082,0.007468487,0.001280983,0.003304388,0.001545408,0.001617133,0.0006682535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002050307,"about_ca_system_score_gemma":0.00976074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004976682,"about_ca_topic_score_gemma":0.008647427,"domain_scores_codex":[0.9950221,0.001592726,0.001819396,0.0003775285,0.001025146,0.0001630645],"domain_scores_gemma":[0.9629268,0.03200692,0.002439752,0.0003194026,0.00209762,0.0002094546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001543696,0.00007954764,0.0005024706,0.7211199,0.001112826,0.0001557171,0.0008098931,0.0001281663,0.0004036689,0.0007648172,0.002142478,0.2726261],"study_design_scores_gemma":[0.00005821073,0.0002770941,0.002699423,0.9455811,0.007418543,0.0005755659,0.001101993,0.00008975602,0.0005179053,0.0004935169,0.04115149,0.00003552603],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005346232,0.9985541,0.00009640859,0.0001898975,0.0001010582,0.00006905378,0.00003187804,0.000003379523,0.000419666],"genre_scores_gemma":[0.004279669,0.9946456,0.0004383833,0.0002554121,0.00008259035,0.0001496712,0.00004384651,0.00000289573,0.000101983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009851103,"threshold_uncertainty_score":0.04949218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04672270820027888,"score_gpt":0.43473897281449,"score_spread":0.3880162646142111,"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."}}