{"id":"W7163142286","doi":"10.63084/biomedpha.v2i1.86","title":"Employment Inclusion and Social Sustainability for Individuals with Intellectual Disabilities","year":2025,"lang":"","type":"article","venue":"BioMedPha","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fleming College","funders":"","keywords":"Workforce; Sustainability; Inclusion (mineral); Workforce development; Supported employment; Social sustainability; Empirical evidence; Empirical research","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002212511,0.000378105,0.0005120114,0.0002508897,0.00395048,0.0003590267,0.0004459343,0.0002770573,0.0005782401],"category_scores_gemma":[0.002268537,0.0003348601,0.0001629477,0.000944961,0.003997374,0.0002822413,0.001046094,0.0001576544,0.000008070681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616241,"about_ca_system_score_gemma":0.002055058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279211,"about_ca_topic_score_gemma":0.001099366,"domain_scores_codex":[0.9965438,0.000467737,0.0006494182,0.0008705722,0.0006538232,0.0008146507],"domain_scores_gemma":[0.9966012,0.002202828,0.0001469316,0.0003323971,0.0005095956,0.0002070778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005231348,0.002468935,0.04818717,0.001231048,0.0002732829,1.979446e-7,0.7302788,0.000001102756,0.00001658208,0.08674906,0.02480187,0.1054688],"study_design_scores_gemma":[0.001046702,0.0004335526,0.004414149,0.00006556109,0.0001388634,2.145397e-7,0.3356301,0.00001427547,0.0001203294,0.03726042,0.6205297,0.0003462108],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8860827,0.0005482045,0.0007393908,0.1047015,0.0009950773,0.003534747,0.000155653,0.00009886453,0.003143923],"genre_scores_gemma":[0.9864532,0.00008421093,0.000249944,0.000903531,0.0002824048,0.0005413324,0.00004790878,0.00002041015,0.0114171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5957277,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830485826139486,"score_gpt":0.3577517868982004,"score_spread":0.3294469286368056,"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."}}