{"id":"W2808713162","doi":"10.7202/1046984ar","title":"Writing about Writers","year":2018,"lang":"en","type":"article","venue":"Mémoires du livre","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reputation; Academic writing; Section (typography); Field (mathematics); Professional writing; Creative writing; Sociology; Literature; Social science; Computer science; Pedagogy; Art","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":[0.0001588366,0.0001449391,0.0001808751,0.00008925162,0.0007047966,0.0003047039,0.0002089016,0.00002371957,0.007476279],"category_scores_gemma":[0.00005823238,0.000118844,0.0001106274,0.00004340279,0.0007336718,0.0002226032,0.00009830518,0.00007889391,0.0007491352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002508023,"about_ca_system_score_gemma":0.00001293194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002520968,"about_ca_topic_score_gemma":0.001671969,"domain_scores_codex":[0.999061,0.00003283764,0.0002113893,0.0002182218,0.00019513,0.0002814379],"domain_scores_gemma":[0.9994199,0.0000529747,0.00006967394,0.0002477443,0.0001653015,0.00004441787],"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":[0.00001680089,0.0001433772,0.002697186,0.00004097394,0.0003660434,0.00005094971,0.1300214,0.000001879389,0.00005581376,0.6079134,0.2361539,0.02253823],"study_design_scores_gemma":[0.0001909405,0.0001024022,0.000764314,0.00008903712,0.00008848023,0.000003175283,0.04053486,0.0001089597,0.00009406303,0.0009130419,0.9568392,0.0002715318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1628831,0.0009883201,0.0000301203,0.00115093,0.0006496594,0.00006918114,0.00002022628,0.0001651274,0.8340434],"genre_scores_gemma":[0.9713224,0.00004023702,0.0001234129,0.000975061,0.005594844,0.00001260806,0.000008804324,0.00002303522,0.02189959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8121438,"threshold_uncertainty_score":0.993431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114947818231513,"score_gpt":0.2583946835195199,"score_spread":0.2372452053372048,"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."}}