{"id":"W4214918389","doi":"10.25071/2564-2855.3","title":"Meta-discourses of disability among people with Multiple Sclerosis","year":2021,"lang":"en","type":"article","venue":"Working papers in Applied Linguistics and Linguistics at York","topic":"Disability Rights and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Affect (linguistics); Multiple sclerosis; Disabled people; Psychology; Term (time); Disease; Medicine; Psychiatry; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006657669,0.0002177674,0.0005439249,0.00003953128,0.000518999,0.0001009682,0.0001684976,0.0001511817,0.0001184042],"category_scores_gemma":[0.004183532,0.0001749935,0.0001098677,0.0004560383,0.001686684,0.00000129935,0.0001156765,0.000204362,0.000001203148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001356805,"about_ca_system_score_gemma":0.0001426737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002470729,"about_ca_topic_score_gemma":0.05531986,"domain_scores_codex":[0.998027,0.0001167279,0.0004725646,0.0005170689,0.0004884822,0.0003781976],"domain_scores_gemma":[0.9980909,0.001052856,0.0002217687,0.000365654,0.000110009,0.0001588228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007460437,0.00030394,0.3919149,0.00008341925,0.0002368295,0.000007089368,0.007628705,0.0007073987,0.0000551914,0.5980499,0.00003915136,0.0008988558],"study_design_scores_gemma":[0.001745011,0.00007974703,0.08370107,0.0003880219,0.002105692,8.17943e-7,0.01586463,0.0007940743,0.0008817075,0.01319093,0.8801457,0.001102601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06917883,0.0004433048,0.00001383975,0.0001489296,0.001150906,0.0004769505,0.00002950938,0.00006632687,0.9284914],"genre_scores_gemma":[0.9929851,0.0001347093,0.005507753,0.00003050189,0.0008294467,0.00003345374,0.00002715712,0.00002554534,0.0004262936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9280651,"threshold_uncertainty_score":0.9619181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05513648213813813,"score_gpt":0.2813607042875218,"score_spread":0.2262242221493837,"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."}}