{"id":"W2032230259","doi":"10.7202/016707ar","title":"A Scholar’s Guide to Research, Collaboration, and Publication in NINES","year":2007,"lang":"en","type":"article","venue":"Romanticism and Victorianism on the Net","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Variety (cybernetics); Syllabus; Digital scholarship; Computer science; World Wide Web; Digital library; Library science; Data science; Literature; Psychology; Artificial intelligence; Political science; Art; Mathematics education; Poetry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00426278,0.0008051558,0.0006149738,0.004433955,0.004715419,0.004887061,0.001409874,0.002905782,0.02264431],"category_scores_gemma":[0.007421196,0.0006013371,0.0004199531,0.005648673,0.007044931,0.007545252,0.004385028,0.004883399,0.009755239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003494645,"about_ca_system_score_gemma":0.007903032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007514292,"about_ca_topic_score_gemma":0.02705325,"domain_scores_codex":[0.9962112,0.0019838,0.000413818,0.0002302717,0.0009287891,0.0002320826],"domain_scores_gemma":[0.9941712,0.004364475,0.0002077719,0.0002918314,0.0004736831,0.0004910592],"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":[0.0000170225,0.00007779975,0.0002353673,0.0005412463,0.000004088925,0.0002562994,0.01665254,0.0001728892,0.0002190295,0.1999912,0.620572,0.1612606],"study_design_scores_gemma":[0.000002525746,0.000005844504,0.00006638522,0.0002512708,6.667772e-7,0.00008251585,0.001329483,0.00002851245,0.00002441626,0.01114682,0.9870574,0.000004056532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002906693,0.177674,0.05679458,0.1419082,0.01387194,0.0007299181,0.002143177,0.002775864,0.6011956],"genre_scores_gemma":[0.0387476,0.2041812,0.1138127,0.04432387,0.006522945,0.002428287,0.001477281,0.002082516,0.5864236],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.995113,"threshold_uncertainty_score":0.07575279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05543145123599511,"score_gpt":0.3285165291660377,"score_spread":0.2730850779300427,"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."}}