{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005947489,0.0003124829,0.0003198506,0.0007898054,0.001021061,0.001132773,0.0007320445,0.0004234215,0.003269997],"category_scores_gemma":[0.001367235,0.0003153473,0.0003656996,0.001913413,0.0006137351,0.0004469529,0.001430357,0.001067684,0.000653245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003798939,"about_ca_system_score_gemma":0.004715714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6875505,"about_ca_topic_score_gemma":0.8608556,"domain_scores_codex":[0.9995995,0.00008470158,0.00003107222,0.00005482515,0.00003853534,0.0001913736],"domain_scores_gemma":[0.9986852,0.0002576975,0.0002412034,0.0000527503,0.0002123657,0.0005507618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008993391,0.00007745508,0.990356,0.00001803668,0.00003341582,0.0001693219,0.00398724,0.0001528349,0.0003781949,0.00008526684,0.0005416439,0.00411075],"study_design_scores_gemma":[0.000003878574,0.00001698496,0.9888238,0.00003872403,0.000007845372,0.00002382862,0.01055559,0.0001437049,0.00003453485,0.00002181141,0.0003234023,0.000005784158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983618,0.0001096669,0.00003133898,0.0001286341,0.000006258473,0.000007341136,0.0004580765,0.000002243845,0.0008946644],"genre_scores_gemma":[0.9981459,0.0002129036,0.00004501695,0.00004146412,0.00000224613,0.00001545471,0.0004622264,0.000004194082,0.001070546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6875505,"threshold_uncertainty_score":0.6285791,"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."}}