{"id":"W3214854057","doi":"10.1177/00218863211059185","title":"Family, Work, Collegial, and Emotional Influences on Problem-Focused Voice Behaviors","year":2021,"lang":"en","type":"article","venue":"The Journal of Applied Behavioral Science","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Work (physics); Psychology; Feeling; Salient; Social psychology; Work engagement; Public relations; Political science","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":[0.001012653,0.0001975124,0.0001437408,0.0005769086,0.0008620269,0.001094945,0.0002851123,0.0004488636,0.005176465],"category_scores_gemma":[0.006583152,0.0001263822,0.0002421774,0.0002626312,0.0007364678,0.0003486603,0.000850276,0.0005102039,0.0002689689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003736111,"about_ca_system_score_gemma":0.0005205267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002737995,"about_ca_topic_score_gemma":0.0045184,"domain_scores_codex":[0.9989574,0.0005846334,0.00004652996,0.00008644512,0.000147531,0.0001774431],"domain_scores_gemma":[0.9926029,0.004092615,0.001541683,0.0003182447,0.0002439939,0.001200549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003263691,0.0007723717,0.9514966,0.00003970113,0.0001187801,0.0006795723,0.0122779,0.0001801364,0.001913663,0.0006114859,0.0003303094,0.0312531],"study_design_scores_gemma":[0.000005454173,0.0001224613,0.9880506,0.00001844977,0.00002641908,0.0002295324,0.009996577,0.0001762725,0.0002069535,0.0003466824,0.0008122228,0.000008211354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969686,0.000126835,0.0001111675,0.0001818925,0.000007060242,0.00000368581,0.00001611189,0.000003337027,0.002581422],"genre_scores_gemma":[0.9994695,0.00004599231,0.00003936062,0.00002052583,0.000005240706,0.000002155348,0.000009413841,0.000001699096,0.0004062171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005176465,"threshold_uncertainty_score":0.01731694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02462236624043188,"score_gpt":0.262776468952844,"score_spread":0.2381541027124121,"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."}}