{"id":"W1490938079","doi":"","title":"How to Not Write Bad: The Most Common Writing Problems and the Best Ways to Avoid Them by Ben Yagoda, and: Polishing Your Prose: How to Turn First Drafts into Finished Work by Steven M. Cahn & Victor L. Cahn (review)","year":2014,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Aesthetics; Computer science; Sociology; Linguistics; Epistemology; Visual arts; Literature; History; Art; Philosophy; Engineering; Mechanical engineering","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":[0.02629453,0.0009562843,0.001954876,0.003874759,0.002771921,0.007747982,0.001762651,0.003845142,0.004796833],"category_scores_gemma":[0.08860882,0.0007928836,0.0009210457,0.004725309,0.006325842,0.008822401,0.004414093,0.006123399,0.003622073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002359759,"about_ca_system_score_gemma":0.0114259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006518586,"about_ca_topic_score_gemma":0.01842621,"domain_scores_codex":[0.9857977,0.007663088,0.001883327,0.0007231433,0.003499675,0.000433091],"domain_scores_gemma":[0.9309829,0.04279945,0.007224577,0.0009373548,0.0155642,0.00249145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001547481,0.00003298656,0.0007213075,0.01135285,0.0001484017,0.000101388,0.002340114,0.00006101938,0.0002871314,0.002008938,0.3380446,0.6447465],"study_design_scores_gemma":[0.000189881,0.0001994326,0.006404429,0.07610308,0.0004568367,0.002220191,0.01469572,0.0001422034,0.0008054429,0.01011909,0.8884957,0.0001679537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003374683,0.9391713,0.0003788624,0.05689802,0.002337912,0.00002031208,0.00002592352,0.00001625438,0.0008140357],"genre_scores_gemma":[0.005284535,0.9731073,0.001724314,0.01513256,0.001855952,0.0001388602,0.0001005635,0.00005616824,0.002599777],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02629453,"threshold_uncertainty_score":0.1390604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02940177625110013,"score_gpt":0.2418023148713455,"score_spread":0.2124005386202454,"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."}}