{"id":"W2056003629","doi":"10.1177/0741088311419630","title":"The Writing’s on the Board","year":2011,"lang":"en","type":"article","venue":"Written Communication","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Narrative; Rhetorical question; Discipline; Pedagogy; Mathematics education; Rhetoric; Composition (language); Linguistics; Sociology; Psychology; Social science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006476815,0.00004864217,0.00003968323,0.00001655811,0.003718073,0.0002022661,0.001259588,0.00003482972,0.0002237192],"category_scores_gemma":[0.002059152,0.00002927866,0.00003356603,0.0000859541,0.0004589769,0.0002263369,0.00009185269,0.0002853411,0.0003586775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005166233,"about_ca_system_score_gemma":0.00005389904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004601737,"about_ca_topic_score_gemma":0.003359406,"domain_scores_codex":[0.9972652,0.002025937,0.0001485184,0.00007755704,0.0003501368,0.0001327012],"domain_scores_gemma":[0.9962655,0.002549217,0.0001738271,0.0008611392,0.0001228007,0.00002751868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007300507,0.00003012309,0.0006081408,3.643618e-7,0.000008371294,4.688002e-8,0.02894795,3.276096e-7,0.000005018869,0.9418361,0.01025588,0.01830036],"study_design_scores_gemma":[0.00005769532,0.00002159665,0.01051822,0.00001672368,0.00001270166,1.571016e-7,0.02770364,0.0000608488,0.00003021404,0.0215931,0.9399168,0.00006828362],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03149706,0.0002825341,0.00001996923,0.2287702,0.0001332555,0.0002387182,5.013624e-7,0.00009628102,0.7389615],"genre_scores_gemma":[0.9942265,0.0005586031,0.0006356998,0.001294165,0.00008612633,0.00004890727,0.00000151633,0.00000671122,0.003141729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9627295,"threshold_uncertainty_score":0.997579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2759961584113557,"score_gpt":0.426895193251216,"score_spread":0.1508990348398603,"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."}}