{"id":"W4406903543","doi":"10.3390/socsci14020067","title":"Ableism and Employment: A Scoping Review of the Literature","year":2025,"lang":"en","type":"review","venue":"Social Sciences","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Ableism; Psychology; Cognitive psychology; Sociology; Gender studies","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001265369,0.0001839976,0.001100237,0.00006307843,0.002549394,0.00001552131,0.0003996022,0.000179437,0.00005215529],"category_scores_gemma":[0.0003650693,0.00009224391,0.000249296,0.001224003,0.0004310425,0.00006022872,0.0005086198,0.0003821811,0.000003871296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003957546,"about_ca_system_score_gemma":0.001086576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004486999,"about_ca_topic_score_gemma":0.0000823088,"domain_scores_codex":[0.9978076,0.0007652838,0.0005739724,0.0002631962,0.000300036,0.0002899648],"domain_scores_gemma":[0.9986763,0.0005702234,0.0005280923,0.0001198413,0.00008619424,0.00001935129],"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":[1.888055e-7,0.000004959605,0.0001458809,0.6934956,0.00002479771,1.864423e-7,0.001318562,5.098101e-10,5.697556e-9,0.004076608,0.01100677,0.2899264],"study_design_scores_gemma":[0.00001821828,0.000005377987,0.0000184321,0.5809027,0.0001209526,8.897645e-8,0.00007322813,2.960658e-9,6.932324e-9,0.0002605237,0.4185465,0.00005393759],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.451437e-7,0.9745954,1.948969e-7,0.002918214,0.0006696057,0.001947296,0.00003504538,0.00001721223,0.01981608],"genre_scores_gemma":[5.740249e-7,0.9947364,0.000007075964,0.00105461,0.0002269589,0.0002168804,0.000003844428,0.000005278632,0.003748342],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4075398,"threshold_uncertainty_score":0.9987491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1474753836568979,"score_gpt":0.5376170346564234,"score_spread":0.3901416509995256,"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."}}