{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001028407,0.0001298702,0.0001952511,0.001325705,0.001154221,0.004257923,0.0003685436,0.0005202524,0.009259684],"category_scores_gemma":[0.008446514,0.0001700912,0.0001811111,0.0005686043,0.001705667,0.002668815,0.003279334,0.0007600438,0.0005686968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159438,"about_ca_system_score_gemma":0.001260595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004810527,"about_ca_topic_score_gemma":0.004951177,"domain_scores_codex":[0.999089,0.0002847059,0.00006785855,0.0001482679,0.000259876,0.0001502668],"domain_scores_gemma":[0.9949616,0.002995057,0.0008918079,0.0002627461,0.000456524,0.0004322645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001619604,0.001077022,0.3224615,0.000366517,0.00002913285,0.002227424,0.4022463,0.0005565402,0.00635088,0.01099395,0.001354642,0.2521741],"study_design_scores_gemma":[0.00004997927,0.0005048836,0.4248924,0.0005422635,0.00006500981,0.002575167,0.4924686,0.002694107,0.007393004,0.009910789,0.05883114,0.00007264627],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743157,0.0001992831,0.0005912809,0.0003664513,0.000003924245,0.00001329056,0.00001779113,0.00001368705,0.0244785],"genre_scores_gemma":[0.9957622,0.0001417879,0.0002505591,0.00003174441,0.000002300011,0.00001302076,0.00001843655,0.000004278798,0.003775691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009259684,"threshold_uncertainty_score":0.03097671,"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."}}