{"id":"W2757068432","doi":"","title":"Writing for science journals: Tips, tricks, and a learning plan [Book Review]","year":2017,"lang":"en","type":"article","venue":"Chemistry in Australia","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Plan (archaeology); Project commissioning; Library science; Computer science; History; Political science; Law; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001917366,0.0001144628,0.0001914608,0.00003240143,0.001344711,0.001225596,0.0004461919,0.00006270099,0.0007088293],"category_scores_gemma":[0.002135077,0.0001049771,0.00003875706,0.00002073391,0.0004615208,0.0008030347,0.00007880505,0.0006170904,0.000004278083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003593431,"about_ca_system_score_gemma":0.00004175999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000797272,"about_ca_topic_score_gemma":0.000003633146,"domain_scores_codex":[0.9989666,0.00001498905,0.0002780085,0.0002374585,0.0001732705,0.0003297286],"domain_scores_gemma":[0.999268,0.000112152,0.0002645643,0.0001687477,0.00008924095,0.00009729659],"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":[0.00006314532,0.00006432106,0.04006145,0.01018153,0.00004317746,0.00005977854,0.01824447,0.000003665947,0.01484787,0.002768712,0.8526798,0.06098201],"study_design_scores_gemma":[0.0004122687,0.00001394517,0.0002811161,0.003597159,0.00002066267,0.00003989794,0.001645431,0.00005685964,0.001865738,0.0001737291,0.9916741,0.0002190521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.809237,0.04990895,0.00002228522,0.007561503,0.0005467607,0.0005833817,0.00007187985,0.0001535939,0.1319146],"genre_scores_gemma":[0.9437163,0.001506503,0.00007878734,0.0003559774,0.00147564,0.00002558693,0.00001033509,0.00001410178,0.05281679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1389943,"threshold_uncertainty_score":0.9999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279329924278237,"score_gpt":0.3595822273652124,"score_spread":0.2316492349373886,"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."}}