{"id":"W3181752907","doi":"10.21203/rs.3.rs-639354/v1","title":"Health Needs Above of Automation Fears: The Role of the Future of Work in Shaping Career Decisions and Appraisals of Employment Among Young Adults with Disabilities","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of Ottawa; Institute for Work & Health","funders":"","keywords":"Work (physics); Perception; Psychology; Young adult; Developmental psychology; Engineering","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":[0.001642114,0.0002050702,0.0002406264,0.0007439403,0.002802182,0.002147564,0.0003723692,0.0005465697,0.00218075],"category_scores_gemma":[0.00327546,0.0002145262,0.0003369215,0.0003884699,0.001488279,0.001115976,0.002067923,0.0008587533,0.0001457393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002156862,"about_ca_system_score_gemma":0.004477028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06915055,"about_ca_topic_score_gemma":0.1534237,"domain_scores_codex":[0.9992819,0.000219401,0.00004789954,0.00005008729,0.0001356699,0.0002649997],"domain_scores_gemma":[0.9983064,0.0004482866,0.0003645695,0.00003377341,0.0003162153,0.0005308498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000479471,0.0001401532,0.5547966,0.0002331051,0.00002421594,0.0009521353,0.4176943,0.00005659202,0.0006324477,0.001173324,0.001595971,0.02265326],"study_design_scores_gemma":[0.000003583904,0.00005436023,0.2112724,0.0002110506,0.0000108722,0.0002422252,0.7842392,0.00006722573,0.00007990275,0.0002565102,0.003550382,0.0000122998],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955785,0.0004298194,0.0000494574,0.0008607249,0.00002178552,0.00001627414,0.00004297376,0.000001698069,0.00299877],"genre_scores_gemma":[0.9989769,0.0002742784,0.00005321401,0.0001154134,0.000003613638,0.000009427004,0.00002001905,7.093182e-7,0.0005465047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06915055,"threshold_uncertainty_score":0.1374961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1695613853020483,"score_gpt":0.4515263093860573,"score_spread":0.2819649240840089,"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."}}