{"id":"W4413142684","doi":"10.3138/jsp-2024-0141","title":"Scott Norton. <i>Developmental Editing: A Handbook for Freelancers, Authors, and Publishers</i>, 2nd ed.","year":2025,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Sociology; Computer science","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","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.03462769,0.0003315308,0.0008225122,0.001889615,0.0009062962,0.2268437,0.005718372,0.0006471238,0.0001473748],"category_scores_gemma":[0.129041,0.0002535224,0.0002980692,0.002055299,0.0001981716,0.2645733,0.001074964,0.003592611,0.000005999508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003996798,"about_ca_system_score_gemma":0.001615138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009525802,"about_ca_topic_score_gemma":0.00004385979,"domain_scores_codex":[0.9923611,0.0003487272,0.002420738,0.00075289,0.003401309,0.000715218],"domain_scores_gemma":[0.9887582,0.002819178,0.002099374,0.0004371305,0.005234025,0.0006520876],"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":[0.00009693678,0.00003635739,0.07927501,0.00001789415,0.00009859865,0.00001271076,0.0006560615,0.00001146011,0.000277024,0.001357797,0.8718891,0.04627104],"study_design_scores_gemma":[0.002349507,0.00009239795,0.01485171,0.0005614943,0.00006938341,0.0001563578,0.007678487,0.0002338206,0.0004028104,0.03141152,0.941864,0.0003285534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4291744,0.05457142,0.1266216,0.2400149,0.0342742,0.002087032,0.0002715415,0.0002857637,0.1126991],"genre_scores_gemma":[0.8138555,0.000518675,0.108867,0.01940939,0.008736622,0.00006697935,0.00005258554,0.0001313885,0.04836183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3846811,"threshold_uncertainty_score":0.9999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06128751130673387,"score_gpt":0.3598556941874764,"score_spread":0.2985681828807425,"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."}}