{"id":"W4317663840","doi":"10.1002/berj.3851","title":"Satisfied teachers are good teachers: The association between teacher job satisfaction and instructional quality","year":2023,"lang":"en","type":"article","venue":"British Educational Research Journal","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Education University of Hong Kong","keywords":"CLARITY; Job satisfaction; Psychology; Quality (philosophy); Multilevel model; Medical education; Association (psychology); Structural equation modeling; Mathematics education; Social psychology; Medicine; Chemistry","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0110139,0.0001120112,0.0001725635,0.0002132205,0.003856921,0.001061959,0.0003071077,0.0001657417,0.001619456],"category_scores_gemma":[0.006653675,0.0001115138,0.00009475715,0.0006431081,0.000459882,0.0005899878,0.00009282625,0.001195329,0.0001438982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611186,"about_ca_system_score_gemma":0.001022206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008076655,"about_ca_topic_score_gemma":0.00664763,"domain_scores_codex":[0.9938338,0.00191683,0.0004210179,0.0002934768,0.00292766,0.0006071561],"domain_scores_gemma":[0.996147,0.00279629,0.0002724184,0.0001256507,0.0003362423,0.0003223834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002562412,0.00003790565,0.8953924,0.000003010217,0.000102438,8.933056e-7,0.005106829,0.000003597277,0.000007365064,0.006899026,0.06089688,0.03154712],"study_design_scores_gemma":[0.0002463277,0.00001128975,0.8895487,0.00003079401,0.00001420491,0.00001586967,0.02170758,7.791472e-7,3.984105e-7,0.01293176,0.07537822,0.0001140399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9118627,0.0002781818,0.000004071767,0.07491507,0.0006111218,0.0002619007,0.00002933494,0.00002539359,0.01201223],"genre_scores_gemma":[0.9527961,0.001516548,0.0001479228,0.0001629737,0.003420512,0.00007419747,0.00003131624,0.00001812925,0.04183229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0747521,"threshold_uncertainty_score":0.999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317071212717244,"score_gpt":0.4594903213774802,"score_spread":0.3277832001057558,"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."}}