{"id":"W2237684596","doi":"","title":"Predictors of Work Engagement Among Teachers in Regina and Saskatoon","year":2014,"lang":"en","type":"dissertation","venue":"oURspace (University of Regina)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Work engagement; Psychology; Pedagogy; Mathematics education; Sociology; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008495398,0.0001135952,0.0003051375,0.0003021167,0.000182078,0.00001400422,0.0002336806,0.0002612006,0.000009993611],"category_scores_gemma":[0.00007186295,0.0001496097,0.00007108725,0.0003754564,0.000282947,0.0001520924,0.00001886523,0.0002135585,0.000003213825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244052,"about_ca_system_score_gemma":0.0002750332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002519845,"about_ca_topic_score_gemma":0.0432937,"domain_scores_codex":[0.9989583,0.0003366445,0.00002143589,0.0002078085,0.0002953805,0.0001803988],"domain_scores_gemma":[0.9990631,0.00008881559,0.0004620232,0.0001862768,0.00009748977,0.000102266],"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":[0.00002885175,0.00002482558,0.2809059,0.0002088015,0.00005384874,0.000002252266,0.2710274,0.000005813093,0.000008789945,0.006126902,0.4397556,0.001850997],"study_design_scores_gemma":[0.0001470105,0.0000233633,0.0848586,0.0003363742,0.0000316012,3.901486e-8,0.2857169,6.128041e-7,0.000002246188,0.000003987098,0.6287921,0.00008715995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8717397,0.0001775531,0.00000653266,0.114089,0.0003138802,0.0002352306,0.000003001976,0.00001582742,0.01341922],"genre_scores_gemma":[0.5857853,0.0003922847,0.0001403977,0.000005187087,0.0001021683,7.203105e-7,0.00002763882,0.00001163479,0.4135346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4001154,"threshold_uncertainty_score":0.9741637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01768784235203931,"score_gpt":0.2679630883707156,"score_spread":0.2502752460186763,"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."}}