{"id":"W4379387294","doi":"10.1177/01492063231177446","title":"The Vulnerable Workforce: A Call for Research","year":2023,"lang":"en","type":"article","venue":"Journal of Management","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Realm; Workforce; Vulnerability (computing); Face (sociological concept); Context (archaeology); Work (physics); Sociology; Engineering ethics; Public relations; Psychology; Political science; Social science; Computer science; Engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1082121,0.001258182,0.005514902,0.003983793,0.01877496,0.02086875,0.01022132,0.05820181,0.009444736],"category_scores_gemma":[0.151135,0.001167892,0.003703291,0.003501561,0.05815507,0.07787098,0.02060284,0.08797043,0.002632926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01601574,"about_ca_system_score_gemma":0.08066189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01881668,"about_ca_topic_score_gemma":0.03443042,"domain_scores_codex":[0.9255747,0.04975189,0.004706773,0.006335535,0.008707406,0.004923844],"domain_scores_gemma":[0.5573058,0.3791991,0.007466794,0.008334415,0.02791744,0.01977648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001478794,0.0001704794,0.001257351,0.005463821,0.0001030867,0.00155554,0.08906719,0.0002682984,0.0003708498,0.2032302,0.6087161,0.08964922],"study_design_scores_gemma":[0.00005504524,0.0001128555,0.0009211721,0.02051026,0.00007662622,0.001002382,0.1610585,0.0002756862,0.0001199821,0.1934201,0.6222187,0.0002286703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003508818,0.02439008,0.0006257429,0.9584429,0.01514034,0.00002480156,0.00001099369,0.00001170954,0.001002531],"genre_scores_gemma":[0.01905594,0.059224,0.003665417,0.8670726,0.04798616,0.0004156959,0.00003411135,0.00007864478,0.00246744],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1082121,"threshold_uncertainty_score":0.5722871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3076438900898812,"score_gpt":0.5580042772032898,"score_spread":0.2503603871134086,"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."}}