{"id":"W4309495778","doi":"10.32920/21596154.v1","title":"Commentary: Shapes and Sites of Deaf People’s Transinstitutionalization","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Deaf education; Institutionalisation; Sign language; Mainstream; Vitality; Sign (mathematics); Psychology; Perspective (graphical); Sociolinguistics of sign languages; Deaf culture; Pedagogy; Sociology; Linguistics; Manually coded language; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006099565,0.0008025515,0.001015614,0.001079821,0.0160858,0.005729576,0.003767021,0.03520984,0.007238395],"category_scores_gemma":[0.02660759,0.0005026459,0.0007458928,0.001440276,0.02118273,0.004969866,0.003484625,0.03548876,0.002608491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01864687,"about_ca_system_score_gemma":0.02797129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2564705,"about_ca_topic_score_gemma":0.2733597,"domain_scores_codex":[0.9942193,0.002161196,0.0002424297,0.0008418333,0.001544792,0.0009904639],"domain_scores_gemma":[0.9752608,0.01675096,0.0007309194,0.000395906,0.004972178,0.001889201],"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":[0.00001608158,0.000003210267,0.00006974397,0.00007352331,0.00000390008,0.0003232811,0.00844381,0.00001902144,0.00006453001,0.009023256,0.9800768,0.001882838],"study_design_scores_gemma":[0.00001733251,0.000009763753,0.0005293996,0.0005412618,0.00001256799,0.0004364663,0.01705923,0.00004870655,0.0001463508,0.006433369,0.974719,0.00004656898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000527992,0.002709889,0.0000514673,0.9658094,0.02606742,0.00000434104,0.0000407685,0.000009627299,0.004778965],"genre_scores_gemma":[0.02392618,0.003261741,0.0001237326,0.9288294,0.02679373,0.00003944404,0.00003004633,0.0000772831,0.01691847],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2564705,"threshold_uncertainty_score":0.5099554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0489973295661193,"score_gpt":0.3434194677380537,"score_spread":0.2944221381719344,"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."}}