{"id":"W4389063152","doi":"10.1007/978-3-031-42675-9_10","title":"Continuing Professional Development for TESOL Instructors Working in Canadian Settlement Language Training Programmes in Alberta","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Reading (process); Professional development; Context (archaeology); Pedagogy; Situated; Continuing professional development; Best practice; Medical education; Construct (python library); Psychology; Political science; Public relations; Medicine; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001064327,0.0002089124,0.0002551335,0.0008187204,0.0001405091,0.00008959696,0.0002602004,0.0002479032,0.00009621606],"category_scores_gemma":[0.0001512867,0.0002388806,0.0000445743,0.0001968403,0.00005260939,0.00009944108,0.00004828164,0.0003154447,0.00001781092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001672371,"about_ca_system_score_gemma":0.003306531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1159453,"about_ca_topic_score_gemma":0.9720429,"domain_scores_codex":[0.9981651,0.00003598243,0.0004712263,0.000381033,0.0003271315,0.0006194831],"domain_scores_gemma":[0.9993709,0.0001853473,0.0001734061,0.0001092552,0.000039427,0.0001217111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007099502,0.00004591894,0.2222967,0.00004396715,0.00001403349,0.000002761231,0.3032532,0.000002856768,0.000002983601,0.03523878,0.0002018779,0.4388899],"study_design_scores_gemma":[0.0006324928,0.00001437559,0.2263248,0.003874441,0.00001288486,1.791661e-7,0.07053599,0.00001033338,0.00000677539,0.003240147,0.6946625,0.0006851506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.544174,0.0005295249,0.000002217753,0.002511296,0.01098128,0.006347334,0.00001210131,0.00009434676,0.4353479],"genre_scores_gemma":[0.7233493,0.00003915796,0.001454198,0.00006877974,0.0005712177,0.000685869,0.0001856971,0.00005756034,0.2735882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8560976,"threshold_uncertainty_score":0.974127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03501021238634065,"score_gpt":0.3496769211331269,"score_spread":0.3146667087467862,"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."}}