{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002239721,0.0001224884,0.000367389,0.0005567818,0.0005178102,0.001430582,0.0003233844,0.0004120595,0.003795952],"category_scores_gemma":[0.01294642,0.0002406539,0.0003128314,0.0007530015,0.0006624979,0.000513704,0.0007088954,0.0008296355,0.0003183353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004181676,"about_ca_system_score_gemma":0.0005659574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005957546,"about_ca_topic_score_gemma":0.008523283,"domain_scores_codex":[0.997821,0.0008816241,0.0002568783,0.0001927628,0.0005581258,0.000289567],"domain_scores_gemma":[0.976247,0.008159026,0.01069608,0.0006953795,0.002026476,0.00217612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005454855,0.00004623453,0.9968771,0.00001764279,0.00004195414,0.00002416322,0.0005302246,0.00002997189,0.0001126218,0.00004446203,0.0001132844,0.002107787],"study_design_scores_gemma":[0.000002212905,0.00002470901,0.9987778,0.000005909775,0.00001057627,0.00002026514,0.000904065,0.00009987957,0.00003773834,0.00002734238,0.00008743363,0.000002165322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989223,0.0001233336,0.00008773305,0.0001796898,0.00000654085,0.000002421461,0.00004640018,0.000002090111,0.0006295142],"genre_scores_gemma":[0.9997516,0.00003461602,0.00003392661,0.00001958383,0.00000591723,0.000002250533,0.00003396374,0.000001524334,0.000116503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005957546,"threshold_uncertainty_score":0.01269871,"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."}}