{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008402053,0.0001491914,0.000174834,0.0002271399,0.0005875242,0.0004063546,0.0004128445,0.00004749092,0.0001870721],"category_scores_gemma":[0.00003085994,0.0001020207,0.0000425584,0.001683021,0.0004645767,0.0008670407,0.0001641504,0.0002692445,0.00007412227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006817718,"about_ca_system_score_gemma":0.0002191445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000053477,"about_ca_topic_score_gemma":0.0000207859,"domain_scores_codex":[0.9981976,0.00001231012,0.0003764822,0.0001924833,0.0009814891,0.0002396522],"domain_scores_gemma":[0.9988049,0.00004374035,0.0003517288,0.0001515374,0.0006046537,0.00004349438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005951338,0.001364059,0.5188342,0.00004344259,0.00002429847,0.00008540941,0.001083129,0.00144525,0.3973258,0.03585334,0.005410001,0.03793591],"study_design_scores_gemma":[0.00065548,0.00004217172,0.9918342,0.00006163662,0.0001442613,0.00003581265,0.0009374319,0.00000685441,0.00275857,0.0007895512,0.002530914,0.0002031398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970796,0.00003909374,0.00002883186,0.0007918139,0.0003314796,0.0001441728,0.000001921887,0.00002099493,0.001562164],"genre_scores_gemma":[0.9980281,0.00001540073,0.0006119539,0.0009996686,0.0002466605,0.000003236894,0.000001787291,0.00001245533,0.00008073722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.473,"threshold_uncertainty_score":0.4518821,"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."}}