{"id":"W2783064550","doi":"10.3138/jsp.49.2.br1","title":"<i>The Discourse of Peer Review: Reviewing Submissions to Academic Journals</i> by Brian Paltridge | <i>Getting Published in Academic Journals: Navigating the Publication Process</i> by Brian Paltridge and Sue Starfield","year":2018,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Peer review; Library science; Sociology; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.07352103,0.0004680521,0.0009593437,0.0005793166,0.002936976,0.05602801,0.005027803,0.0004653563,0.0001441039],"category_scores_gemma":[0.1257903,0.000300726,0.000279825,0.00156388,0.0004618659,0.1059148,0.0005840752,0.01596026,0.00000459238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002757052,"about_ca_system_score_gemma":0.0007137092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004471241,"about_ca_topic_score_gemma":0.0002071921,"domain_scores_codex":[0.9887481,0.001589849,0.004477405,0.0005327857,0.003652184,0.00099969],"domain_scores_gemma":[0.9761764,0.001825713,0.006072238,0.001029012,0.01405227,0.0008443469],"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":[0.00005718918,0.00007236507,0.01112408,0.0002158499,0.00008696452,0.000002542579,0.01686219,0.000001814845,0.003368903,0.001345413,0.9174908,0.04937186],"study_design_scores_gemma":[0.00101135,0.0001968891,0.002825997,0.01645992,0.0001827013,0.0001592448,0.01379515,0.00005722806,0.0004411181,0.002373048,0.96197,0.0005273689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1538173,0.1898032,0.0001958333,0.6511904,0.00100088,0.000771154,0.0001238382,0.00004435108,0.003052998],"genre_scores_gemma":[0.9208576,0.04958171,0.000438278,0.02269895,0.004296397,0.00006379542,0.0001073324,0.0001271883,0.001828745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7670403,"threshold_uncertainty_score":0.9999445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06874107232484686,"score_gpt":0.3701389010559626,"score_spread":0.3013978287311158,"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."}}