{"id":"W4407375188","doi":"10.1111/ijal.12703","title":"Understanding Emotional Well‐Being and Self‐Directed Professional Development of Language Teachers in a Private School: An Ecological Perspective","year":2025,"lang":"en","type":"article","venue":"International Journal of Applied Linguistics","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Perspective (graphical); Psychology; Professional development; Pedagogy; Sociology; Computer 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":[0.0006849929,0.0001318486,0.0002337097,0.0004253733,0.00006636322,0.00002675466,0.0002304846,0.0001584562,0.0002442809],"category_scores_gemma":[0.0006450278,0.0001145916,0.00004461436,0.0001649705,0.00007698567,0.00002520286,0.00005814001,0.0005135741,0.000005205417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005462684,"about_ca_system_score_gemma":0.0001600205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001381414,"about_ca_topic_score_gemma":0.00001542532,"domain_scores_codex":[0.9985544,0.00009866665,0.000629501,0.0002160007,0.0003405769,0.0001608428],"domain_scores_gemma":[0.998915,0.0002738758,0.0003572106,0.000076301,0.000292843,0.00008479016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001204416,0.002496039,0.04872662,0.00002074462,0.000767367,0.0001556898,0.03220963,0.0002791664,0.001288762,0.9099683,0.0009032159,0.001980066],"study_design_scores_gemma":[0.004452575,0.0002402715,0.8320189,0.0004381503,0.00006956604,0.00004820384,0.02691587,0.0006021092,0.0004750118,0.1279513,0.006449901,0.0003381004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8743577,0.00004613324,0.002023387,0.0001737989,0.00301987,0.0001351532,0.000003562173,0.00004987611,0.1201905],"genre_scores_gemma":[0.9865135,0.00001061164,0.01276958,0.0001723853,0.0003619965,0.000005023044,0.000007021595,0.000008548828,0.0001513052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7832923,"threshold_uncertainty_score":0.4672908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03099505773972494,"score_gpt":0.3627702195063045,"score_spread":0.3317751617665796,"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."}}