{"id":"W3008625027","doi":"10.18806/tesl.v36i3.1319","title":"Digital Multimodal Composition and Second Language Teacher Knowledge","year":2019,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Composition (language); Pedagogy; Psychology; Mathematics education; Sociology; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001181628,0.00009972662,0.0001191595,0.0000522397,0.0002691503,0.0004163793,0.00007589593,0.0000222602,0.1010893],"category_scores_gemma":[0.00001478684,0.0000825665,0.00003088024,0.00001077695,0.00003377491,0.0002463393,0.00002080799,0.0004207425,0.000041077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007978487,"about_ca_system_score_gemma":0.0001240915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02407913,"about_ca_topic_score_gemma":0.1309759,"domain_scores_codex":[0.9994262,0.0000367061,0.0001318155,0.0001027247,0.0001199678,0.0001825673],"domain_scores_gemma":[0.9996645,0.00005698949,0.00006677659,0.00007454498,0.0000342344,0.0001029759],"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":[0.0001225908,0.0003321099,0.009957945,0.0002543827,0.0005181172,0.0007412632,0.3264966,0.00005732078,0.003403195,0.01087409,0.1791666,0.4680758],"study_design_scores_gemma":[0.001389017,0.0001141254,0.003585891,0.00009365828,0.00002778523,0.0005882481,0.0486238,0.001070245,0.00007501438,0.00003699242,0.9439395,0.0004557173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822612,0.006368191,0.000003040289,0.00009331598,0.000425218,0.00004069893,0.000022083,0.00002388522,0.1107624],"genre_scores_gemma":[0.9650064,7.333991e-7,0.00001426174,0.002295622,0.0006733561,5.651206e-7,0.00001525123,0.00001544403,0.03197837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.764773,"threshold_uncertainty_score":0.9824196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006705707526381115,"score_gpt":0.2004192967794218,"score_spread":0.1937135892530407,"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."}}