{"id":"W2121921340","doi":"10.18806/tesl.v32i1.1196","title":"A Practice-Oriented Definition of Post-Process Second Language Writing Theory","year":2015,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada)","funders":"","keywords":"Redaction; Linguistics; Humanities; Philosophy; Written language; Computer science; Theology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007746291,0.0001160112,0.0002057604,0.00009967801,0.0002538104,0.00009761182,0.0001434561,0.00001760855,0.02819797],"category_scores_gemma":[0.001112187,0.00009399583,0.00005785042,0.00005482805,0.0001367395,0.0003996865,0.00002933952,0.000231971,0.000005272678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001147796,"about_ca_system_score_gemma":0.000676095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03431578,"about_ca_topic_score_gemma":0.3253177,"domain_scores_codex":[0.9986959,0.0001218952,0.0003423134,0.0001007004,0.0005236067,0.0002156619],"domain_scores_gemma":[0.9980729,0.0002068026,0.0003688771,0.0001213295,0.001111802,0.0001182589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003197261,0.0002589222,0.0001029792,0.0001413208,0.001430154,0.001265071,0.3468513,0.00004262846,0.0001827153,0.5481857,0.09515077,0.006068684],"study_design_scores_gemma":[0.0005912494,0.00012238,0.00003714573,0.00007810761,0.0002592205,0.0002198244,0.9446763,0.00001602242,0.0001735932,0.004935431,0.0486807,0.0002100592],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3866825,0.03573059,0.00007167709,0.001428812,0.0009184784,0.0001036439,0.0002141904,0.00003736154,0.5748128],"genre_scores_gemma":[0.9885283,0.000006414872,0.0002112536,0.009616353,0.0007358172,0.000002914467,0.00001747617,0.00001704023,0.0008644984],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6018458,"threshold_uncertainty_score":0.9726904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0241561957988462,"score_gpt":0.2728361774919921,"score_spread":0.2486799816931459,"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."}}