{"id":"W2170382274","doi":"10.1353/scp.2004.0004","title":"Scribble, Scribble, Toil and Trouble: Forced Productivity in the Modern University","year":2003,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Variety (cybernetics); History; Economics; 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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.008130481,0.00007813877,0.0001438711,0.0001858126,0.0005135661,0.004943452,0.000512931,0.00009508208,0.00003106509],"category_scores_gemma":[0.00354068,0.00006205953,0.00004154102,0.0007102767,0.0000825089,0.04107048,0.00002973039,0.0008224832,0.00000158146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085831,"about_ca_system_score_gemma":0.001172975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009404905,"about_ca_topic_score_gemma":0.0007753859,"domain_scores_codex":[0.9978706,0.0005733893,0.0002496931,0.0001486435,0.0009051833,0.0002525408],"domain_scores_gemma":[0.9985934,0.0001531824,0.0003070342,0.0001229667,0.0006921736,0.0001311927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001390786,0.0005243025,0.4023121,0.00003282348,0.00008701051,0.0001062562,0.228596,0.00008461718,0.0005993822,0.2413995,0.09023779,0.0358811],"study_design_scores_gemma":[0.001080701,0.00004675718,0.1887531,0.00007522874,0.00002044771,0.00003776545,0.03437571,0.000004919974,0.00005749044,0.0204149,0.7549425,0.0001905805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.921907,0.0007141302,0.0004694509,0.03891937,0.0006415769,0.0001556489,0.00000276166,0.000009797792,0.03718028],"genre_scores_gemma":[0.993856,0.0001863568,0.002010956,0.0006752748,0.0002058189,6.829986e-7,3.757997e-7,0.000004903308,0.003059648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6647047,"threshold_uncertainty_score":0.9960895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032505005890824,"score_gpt":0.2675585282428005,"score_spread":0.2372334781838923,"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."}}