{"id":"W4415987909","doi":"10.70116/30654572119","title":"Editor’s introduction","year":2025,"lang":"","type":"article","venue":"Currere and praxis.","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Credential; Praxis; Negotiation; Professional development; Salary; Restructuring; Professional learning community; International education","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":[0.0004421891,0.0001419864,0.0001583793,0.00006160489,0.0006599273,0.0002400487,0.0001383058,0.0001880266,0.0008362809],"category_scores_gemma":[0.0006590349,0.0001300974,0.00005514182,0.0004689403,0.0004806615,0.000302953,0.00005473259,0.0002124238,0.0001396202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007956552,"about_ca_system_score_gemma":0.0002486905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006717474,"about_ca_topic_score_gemma":0.0001657168,"domain_scores_codex":[0.9987881,0.0002146167,0.0002146873,0.0003449129,0.0001689915,0.0002687153],"domain_scores_gemma":[0.999285,0.00006708162,0.00007948373,0.0001534034,0.0002715584,0.0001434289],"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":[0.000007101362,0.00006341684,0.0001736868,0.00004060721,0.00002122533,1.59413e-7,0.0145251,3.435914e-7,0.00002529225,0.06589586,0.8622263,0.05702091],"study_design_scores_gemma":[0.0001815142,0.00001261663,0.001379538,0.00004242705,0.00005006556,6.579537e-7,0.01481223,0.00001066717,0.00004269755,0.001121971,0.9822068,0.0001388755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05529289,0.02330716,0.00005474982,0.3759266,0.2933227,0.0009814142,0.00003062631,0.000164511,0.2509193],"genre_scores_gemma":[0.885321,0.009496598,0.0001285875,0.001976285,0.03795489,0.00002448204,0.00002452203,0.000006338291,0.06506728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8300281,"threshold_uncertainty_score":0.9156689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363433606274598,"score_gpt":0.3461629365419474,"score_spread":0.3325286004792014,"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."}}