{"id":"W4409408723","doi":"10.21153/tesol2025vol33no2art2096","title":"Initial Teacher Education and the Emotional Geography of Languages: A conceptual intervention","year":2025,"lang":"en","type":"article","venue":"TESOL in Context","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Project commissioning; Publishing; Intervention (counseling); Social science; Sociology; Mathematics education; Pedagogy; Psychology; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003393028,0.0005334317,0.0004616553,0.001282124,0.007574387,0.007794718,0.001607002,0.001952699,0.0070217],"category_scores_gemma":[0.004895542,0.0002720664,0.0004241756,0.0008423063,0.02840316,0.004943567,0.01157736,0.003975563,0.0003460436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01034089,"about_ca_system_score_gemma":0.00673517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005090355,"about_ca_topic_score_gemma":0.005899044,"domain_scores_codex":[0.9963799,0.002762218,0.00005733613,0.0002169579,0.0001342256,0.0004493239],"domain_scores_gemma":[0.9963032,0.002410621,0.0002681555,0.0001795236,0.0002096659,0.0006288667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006766389,0.000684947,0.003688736,0.0004405009,0.000007799389,0.0006491067,0.3021995,0.0002927232,0.0004563847,0.6696877,0.002149729,0.01967505],"study_design_scores_gemma":[0.0001477521,0.0002280658,0.003830567,0.0009799047,0.00003436164,0.0004500501,0.8090655,0.0008857708,0.0006583077,0.09261049,0.09107976,0.00002939578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5768136,0.003392309,0.02832649,0.04785418,0.0005943944,0.0009147488,0.0000868436,0.0001289089,0.3418885],"genre_scores_gemma":[0.9916525,0.0005668034,0.002253491,0.000726007,0.00002261105,0.0003891187,0.00001017584,0.00001258714,0.004366669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01034089,"threshold_uncertainty_score":0.07502872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203558709382404,"score_gpt":0.3042491990839764,"score_spread":0.283893328145736,"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."}}