{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008153144,0.00008042106,0.0002178471,0.004889292,0.0022512,0.004505179,0.0005406371,0.0003173115,0.001488631],"category_scores_gemma":[0.029904,0.0001525957,0.0001400714,0.007235757,0.001890097,0.001642348,0.00231572,0.0005790907,0.0001702384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01228037,"about_ca_system_score_gemma":0.0113848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05471241,"about_ca_topic_score_gemma":0.06455602,"domain_scores_codex":[0.990018,0.002494285,0.001331459,0.0007898125,0.004039588,0.001326891],"domain_scores_gemma":[0.9445601,0.01746096,0.008633434,0.00300651,0.02406546,0.002273572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000267893,0.00009821296,0.4889151,0.0007855347,0.00005589696,0.0005671981,0.1972834,0.00136184,0.001967091,0.02464216,0.003199074,0.2808567],"study_design_scores_gemma":[0.00002081088,0.0001917396,0.8115817,0.0005807775,0.00004331986,0.0002977139,0.1376066,0.0006515979,0.001998198,0.002240263,0.04473399,0.00005331423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677809,0.0008896737,0.0003974185,0.0008314686,0.00001946609,0.00004596233,0.0003794594,0.00002605869,0.02962953],"genre_scores_gemma":[0.9985988,0.0001525587,0.0002719995,0.00002296744,0.000002517268,0.000008026026,0.0001149639,0.000004177291,0.0008240136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05471241,"threshold_uncertainty_score":0.1087879,"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."}}