{"id":"W2779248339","doi":"10.31468/cjsdwr.611","title":"Sword, H. (2017). Air &amp; Light &amp; Time &amp; Space: How Successful Academics Write. Cambridge, MA: Harvard University Press.","year":2017,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SWORD; Readability; Elegance; Creative writing; Academic writing; Media studies; Sociology; Literature; Art; Psychology; Mathematics education; Computer science; Philosophy; 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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006069081,0.0006982996,0.001004424,0.0002362174,0.003117881,0.001408644,0.00137667,0.0003209594,0.0007216004],"category_scores_gemma":[0.0004888799,0.0006126701,0.0003843989,0.0000642852,0.002300397,0.001708379,0.001052412,0.0008547693,0.0006491837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009602433,"about_ca_system_score_gemma":0.00009590298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000768412,"about_ca_topic_score_gemma":0.003711979,"domain_scores_codex":[0.9967369,0.0001760378,0.0004346952,0.001022806,0.000551802,0.001077705],"domain_scores_gemma":[0.9968129,0.0002618446,0.0007166246,0.001579582,0.0003405918,0.0002884401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002106708,0.0004808755,0.03260734,0.0002716417,0.001568553,0.0003810263,0.01053702,0.00001499478,0.0002695297,0.1223725,0.8271277,0.004158101],"study_design_scores_gemma":[0.0007968002,0.00003923632,0.003737835,0.0001959744,0.0005984709,0.00001832406,0.01396376,0.00001546958,0.000074673,0.0002541744,0.9793602,0.000945045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6375137,0.003206341,0.0001446191,0.02363647,0.0007933092,0.0005309769,0.0009485512,0.0005000325,0.332726],"genre_scores_gemma":[0.8009138,0.003009149,0.0003197023,0.0004000233,0.001656666,0.00001528407,0.000284575,0.00007666255,0.1933241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1634001,"threshold_uncertainty_score":0.9996325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09437940097313491,"score_gpt":0.343713784410923,"score_spread":0.2493343834377881,"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."}}