{"id":"W7116732458","doi":"10.1002/berj.70107","title":"Teacher professional standards across leading education systems","year":2025,"lang":"en","type":"article","venue":"British Educational Research Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Divergence (linguistics); Lifelong learning; Professional development; Professional learning community; Quality (philosophy); Learning standards; Professional association; Teacher education; Faculty development","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":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01010196,0.0001057941,0.0001719903,0.0003180556,0.004224445,0.001665695,0.0005403155,0.0001430175,0.002070582],"category_scores_gemma":[0.01067743,0.0001245189,0.00008543642,0.0009906904,0.0007391692,0.0005213144,0.00007399694,0.00125709,0.00009002627],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002319243,"about_ca_system_score_gemma":0.0245031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003367016,"about_ca_topic_score_gemma":0.002369753,"domain_scores_codex":[0.9947708,0.00159125,0.0003908308,0.0002926769,0.002137451,0.0008170152],"domain_scores_gemma":[0.9951547,0.0009915953,0.0001108934,0.0001449817,0.003243996,0.0003538338],"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":[0.00001280312,0.0005645265,0.03449693,0.00003807429,0.00004201359,0.000001212551,0.03393005,0.000002170487,0.00000943534,0.02113102,0.8763382,0.03343358],"study_design_scores_gemma":[0.000143735,0.000009229664,0.06536583,0.0004928954,0.000004229787,0.00003272871,0.2854395,0.000001710668,0.000001565084,0.003018607,0.645394,0.00009592592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2398737,0.02144644,0.0001218985,0.4242288,0.01758849,0.0009702655,0.00004466274,0.00006442548,0.2956613],"genre_scores_gemma":[0.706849,0.0005978257,0.00008856795,0.0003073756,0.003362424,0.0001671999,0.00001054297,0.0000110913,0.288606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4669753,"threshold_uncertainty_score":0.9993707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2244400935287501,"score_gpt":0.5832026339698224,"score_spread":0.3587625404410724,"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."}}