{"id":"W1990022978","doi":"10.1353/scp.0.0004","title":"How to Write for a General Audience: A Guide for Academics Who Want to Share Their Knowledge with the World and Have Fun Doing It (review)","year":2008,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Sociology; Audience measurement; Media studies; Public relations; Political science; Law","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003990667,0.001527942,0.002195049,0.003659963,0.0008040016,0.004820778,0.002244352,0.002706999,0.03665466],"category_scores_gemma":[0.01350651,0.0009719567,0.001746313,0.003677228,0.001027676,0.005670174,0.002068307,0.004495976,0.06065255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184311,"about_ca_system_score_gemma":0.005405144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296065,"about_ca_topic_score_gemma":0.005663444,"domain_scores_codex":[0.996525,0.001086965,0.0006371882,0.0002000698,0.001425843,0.0001248019],"domain_scores_gemma":[0.9871062,0.004191737,0.001374815,0.0003670273,0.005886746,0.001073546],"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":[0.00002195777,0.00002990768,0.0000646753,0.007492471,0.00002742199,0.00006753672,0.0002005464,0.0000548338,0.000278579,0.0004493587,0.8360393,0.1552734],"study_design_scores_gemma":[0.00001467296,0.00003163492,0.0002359032,0.003638575,0.00001547256,0.0002056292,0.0001407544,0.00001698053,0.00004366377,0.0003095163,0.9953313,0.00001588363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003519396,0.9038223,0.004326569,0.03201846,0.01961494,0.002129162,0.001741225,0.0009247934,0.03507068],"genre_scores_gemma":[0.002078468,0.8402588,0.01117484,0.03969166,0.006423214,0.005251221,0.002672379,0.0003343305,0.09211506],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9951792,"threshold_uncertainty_score":0.122622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028960041177675,"score_gpt":0.2982332853683549,"score_spread":0.1953372812505874,"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."}}