{"id":"W4382020702","doi":"10.1515/jwl-2023-0013","title":"Lay Hoon Seah, Rita Elaine Silver &amp; Mark Charles Baildon: The role of language in content pedagogy: A framework for teachers’ knowledge","year":2023,"lang":"en","type":"article","venue":"Journal of World Languages","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pedagogy; Sociology; Content (measure theory); Mathematics education; Psychology; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001580895,0.0002154634,0.0004966029,0.0005264048,0.00007029362,0.00003568887,0.0004111903,0.0001455179,0.001082127],"category_scores_gemma":[0.0005167209,0.0001429959,0.000340332,0.0006622947,0.00009152008,0.0001064956,0.000060898,0.0006017333,0.0001117726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004952458,"about_ca_system_score_gemma":0.00005558169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002245359,"about_ca_topic_score_gemma":0.002041364,"domain_scores_codex":[0.9981036,0.0003655698,0.0006332917,0.0002153477,0.0002764439,0.0004057943],"domain_scores_gemma":[0.9978803,0.001006663,0.0004792903,0.0003712578,0.0001701212,0.00009236372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001953333,0.00175521,0.05890958,0.0002668013,0.001488553,0.000607885,0.4925808,0.00001537119,0.03880048,0.02327538,0.04959184,0.3307547],"study_design_scores_gemma":[0.00669934,0.000686993,0.2347948,0.001324654,0.0006831761,0.0002276637,0.5999408,0.00002903903,0.007496637,0.009392591,0.1378835,0.000840685],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501263,0.03837282,0.0001990577,0.001568368,0.0006444051,0.0004175659,0.00007272929,0.00004766969,0.008551102],"genre_scores_gemma":[0.982572,0.000168452,0.0007173248,0.0003012483,0.001058842,0.0000472968,0.00003015748,0.00004819705,0.01505652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.329914,"threshold_uncertainty_score":0.999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03932692022568963,"score_gpt":0.3638260218019869,"score_spread":0.3244991015762973,"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."}}