{"id":"W4236915175","doi":"10.3138/jsp.40.3.231","title":"Should Graduate Students Publish?","year":2009,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publication; Context (archaeology); Process (computing); Wish; Graduate students; Field (mathematics); Publishing; Psychology; Computer science; Mathematics education; Sociology; Pedagogy; Political science; Law; History","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":["scholarly_communication","research_integrity"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.009098479,0.0002544019,0.0004471977,0.0008117684,0.0006342093,0.1705989,0.002646364,0.0002535063,0.0003683467],"category_scores_gemma":[0.007660996,0.0002064336,0.0002814262,0.0002513849,0.00009570755,0.2169065,0.0001585951,0.005156972,0.00002149727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528177,"about_ca_system_score_gemma":0.0001945246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009616728,"about_ca_topic_score_gemma":0.00001697367,"domain_scores_codex":[0.9949903,0.0001976398,0.001183302,0.0002559297,0.002812571,0.0005602276],"domain_scores_gemma":[0.9946395,0.0002198006,0.001102422,0.0002673405,0.003343638,0.0004273297],"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":[0.00006535613,0.0002614269,0.00826674,0.00002069644,0.0001202034,0.0001111538,0.02574577,0.00001477109,0.0002034058,0.1306007,0.7912053,0.0433845],"study_design_scores_gemma":[0.001450118,0.0003777216,0.01516206,0.0003802605,0.00009799709,0.0001763832,0.0146379,0.00001871636,0.00005455255,0.03341575,0.9337761,0.0004524109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6563774,0.001971273,0.0001691551,0.1060528,0.004289645,0.0001540847,0.00002029615,0.0001884109,0.2307769],"genre_scores_gemma":[0.977073,0.00006540862,0.0005360077,0.009278307,0.008756134,0.0000010299,0.000008811458,0.00002978187,0.004251595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3206955,"threshold_uncertainty_score":0.9971381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1705809480925796,"score_gpt":0.3178444870319609,"score_spread":0.1472635389393814,"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."}}