{"id":"W4416042196","doi":"10.5206/cie-eci.v54i2.22235","title":"From Impetus to Engagement: Ecological Perspectives on Content Faculty Agency in CLIL Collaborations at a Canadian University","year":2025,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Agency (philosophy); Discipline; Interpersonal communication; Qualitative research; Literacy; Content analysis; Professional development; Interpersonal relationship","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01205188,0.0008410349,0.0007866473,0.004341021,0.05502867,0.01643544,0.003606984,0.002458425,0.004866009],"category_scores_gemma":[0.01640516,0.0006819359,0.0006289048,0.004395979,0.04365891,0.006065428,0.01961963,0.003928296,0.0003092206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05985212,"about_ca_system_score_gemma":0.07328729,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6982072,"about_ca_topic_score_gemma":0.8424086,"domain_scores_codex":[0.9783196,0.01195569,0.0004013296,0.001276702,0.002663044,0.005383678],"domain_scores_gemma":[0.9857743,0.007767024,0.001048916,0.0006344598,0.00146738,0.003307872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001968094,0.00001862286,0.004409287,0.00004203817,0.000004881164,0.0008768584,0.9843242,0.00007734947,0.0003249058,0.006008236,0.0003838322,0.003510092],"study_design_scores_gemma":[0.000001574875,0.000008472531,0.00161005,0.00005002287,0.000004006914,0.0001234111,0.986174,0.00005251258,0.00009040064,0.0006451324,0.01122814,0.0000123481],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306712,0.001004182,0.004491523,0.006087103,0.00008949356,0.0002041363,0.0001513986,0.00005783375,0.05724306],"genre_scores_gemma":[0.995261,0.0003180761,0.0009222596,0.0003408344,0.00000770011,0.00005241341,0.0000319702,0.0000265641,0.003039139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6982072,"threshold_uncertainty_score":0.6071402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1705380808307846,"score_gpt":0.3581738166606745,"score_spread":0.1876357358298899,"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."}}