{"id":"W4407584720","doi":"10.1177/01492063241313320","title":"All the Lonely People: An Integrated Review and Research Agenda on Work and Loneliness","year":2025,"lang":"en","type":"review","venue":"Journal of Management","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Loneliness; Psychology; Work (physics); Social psychology; Sociology; Public relations; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.007024441,0.0003230612,0.001653493,0.0004258963,0.0006848119,0.00004182567,0.0004879253,0.0001447127,0.00009813515],"category_scores_gemma":[0.0002778363,0.0001600778,0.0001707453,0.0008262011,0.00008210887,0.00007428526,0.000671828,0.001947746,0.00002057241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654174,"about_ca_system_score_gemma":0.0001740656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002778183,"about_ca_topic_score_gemma":0.0000659674,"domain_scores_codex":[0.9948131,0.002637789,0.001291434,0.000285232,0.0005603547,0.0004121155],"domain_scores_gemma":[0.9970478,0.001216739,0.0007819508,0.0004057917,0.0004383578,0.0001093305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002159211,0.0000450089,0.00008080984,0.09548676,0.0005114439,0.00003435907,0.0002637111,7.212505e-8,4.511477e-10,0.0005659726,0.3054577,0.5975326],"study_design_scores_gemma":[0.0002069334,0.0001090205,0.0007169619,0.1432003,0.001841629,0.000003350051,0.0005268424,6.512747e-8,1.315095e-9,0.00009209588,0.8531892,0.0001135939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009303936,0.9763709,0.00001317112,0.01831125,0.0004930532,0.002225113,0.00001085753,0.00001140314,0.002554959],"genre_scores_gemma":[0.000006121038,0.987475,0.0000462668,0.002391187,0.0002548927,0.000155784,0.0000149195,0.00002682548,0.009628967],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.597419,"threshold_uncertainty_score":0.8462096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3102301028852351,"score_gpt":0.5587399396605142,"score_spread":0.248509836775279,"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."}}