{"id":"W4401333898","doi":"10.1558/slte.29437","title":"TESOL Teacher Education","year":2024,"lang":"en","type":"article","venue":"Second Language Teacher Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Teacher education; Pedagogy; Teacher induction; Mathematics education; Language teacher; Sociology; Service (business); Psychology; Language education; Professional development","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":[0.000799435,0.0001334831,0.0001305259,0.0005373834,0.004140001,0.002277269,0.000479817,0.001353182,0.05820315],"category_scores_gemma":[0.002883605,0.0001416201,0.0001739922,0.0004351379,0.0008303765,0.001214347,0.002381969,0.001635286,0.008955708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005122429,"about_ca_system_score_gemma":0.01096378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02578307,"about_ca_topic_score_gemma":0.06397913,"domain_scores_codex":[0.9988593,0.000203168,0.00006382805,0.00009522112,0.0002204441,0.000558132],"domain_scores_gemma":[0.9972292,0.0003423804,0.0001630421,0.0001281652,0.0008344768,0.001302787],"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":[0.0001274064,0.0005874837,0.03315227,0.0006299992,0.00001023757,0.002484366,0.02231414,0.0003861221,0.003445901,0.2881443,0.3299646,0.3187531],"study_design_scores_gemma":[0.000007205524,0.00006057475,0.00966752,0.0001372228,0.000001497203,0.0004925256,0.005781246,0.00008710768,0.0006000079,0.001487033,0.9816701,0.000007859634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1073193,0.001937085,0.001420335,0.04807502,0.0007264794,0.0001789919,0.0007891156,0.000372744,0.839181],"genre_scores_gemma":[0.2468807,0.001502999,0.001298436,0.008124425,0.0001272116,0.0001029521,0.0004351929,0.00005521488,0.7414728],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05820315,"threshold_uncertainty_score":0.1947089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277997797702112,"score_gpt":0.4469677691338513,"score_spread":0.4191679893636401,"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."}}