{"id":"W7117988352","doi":"10.1007/978-3-032-06274-1_13","title":"Working in the field of Deaf Mental Health: What Clinicians Need to Know","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in mental health and addiction","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Interpreter; Sign language; Need to know; Field (mathematics); Inclusion (mineral); American Sign Language","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":[0.005849825,0.00086543,0.001366929,0.001138581,0.004156725,0.009642842,0.001849551,0.008739045,0.02025667],"category_scores_gemma":[0.008826672,0.0006486062,0.0005657508,0.001045475,0.006040235,0.01508304,0.005539321,0.0196239,0.01204387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003872598,"about_ca_system_score_gemma":0.0153317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009349727,"about_ca_topic_score_gemma":0.03060236,"domain_scores_codex":[0.9978751,0.0008493236,0.000105311,0.0001316359,0.0006580211,0.0003806257],"domain_scores_gemma":[0.9909303,0.00369777,0.0002468179,0.000175866,0.001562626,0.003386777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001296646,0.00008783616,0.000278273,0.0005381182,0.000006592482,0.0003237594,0.00248107,0.00003436376,0.00009637112,0.01472274,0.8432201,0.1381979],"study_design_scores_gemma":[0.0000146833,0.00002796514,0.0006571845,0.003463196,0.000007272006,0.0010329,0.007249883,0.00003800359,0.00002832916,0.02733041,0.9601125,0.0000377521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0004884218,0.1715864,0.001487132,0.7312762,0.03068503,0.00004853055,0.00004368961,0.00009827865,0.0642863],"genre_scores_gemma":[0.008547701,0.2796186,0.007877823,0.5990441,0.02097633,0.0002571585,0.0001015428,0.0001462787,0.08343045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02025667,"threshold_uncertainty_score":0.0677653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881554182346252,"score_gpt":0.410245852074488,"score_spread":0.3814303102510255,"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."}}