{"id":"W3120344425","doi":"10.15353/cjds.v9i3.644","title":"Commentary: Shapes and Sites of Deaf People’s Transinstitutionalization","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto Metropolitan University","funders":"","keywords":"Deaf education; Institutionalisation; Sign language; Mainstream; Sign (mathematics); Vitality; Perspective (graphical); Psychology; Deaf culture; Sociolinguistics of sign languages; Sociology; Pedagogy; Manually coded language; Linguistics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002234586,0.00005921716,0.0001886295,0.00002876827,0.0001035772,0.000008588956,0.00009933097,0.00002676643,0.00009687978],"category_scores_gemma":[0.0001874719,0.00005329836,0.00004374932,0.000106121,0.0003764333,0.00008492129,0.0000105918,0.00008611761,0.000001425985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007156785,"about_ca_system_score_gemma":0.0000763119,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268279,"about_ca_topic_score_gemma":0.0454109,"domain_scores_codex":[0.9993863,0.0001048911,0.0002756287,0.00006677956,0.00007319367,0.00009316774],"domain_scores_gemma":[0.9994276,0.0001119727,0.00009231859,0.00007539978,0.0001231299,0.0001695928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004004973,0.00004126916,0.9563776,0.00005899353,0.000176318,0.000001519086,0.03284489,0.00001650054,0.00003665916,0.003173474,0.005021737,0.002211036],"study_design_scores_gemma":[0.0004228904,0.0002510862,0.9784397,0.00003607606,0.00006759269,0.000008629957,0.01285255,0.00002639063,0.00001910857,0.0006874923,0.00712114,0.00006732608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9329838,0.003626335,0.00007129827,0.06282116,0.00007127142,0.00007634632,0.00001575113,0.000003261937,0.0003307405],"genre_scores_gemma":[0.9986507,0.0000775868,0.0001223585,0.001084993,0.00005283792,0.000001580096,0.000003309601,0.00000279056,0.000003820311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06566688,"threshold_uncertainty_score":0.9720079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09817701136555883,"score_gpt":0.3442997912714464,"score_spread":0.2461227799058875,"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."}}