{"id":"W1990558149","doi":"10.1108/07419050610704303","title":"Unlocking Scholarly Access: ETDs, Institutional Repositories and Creators: Highlights of ETD 2006, the 9th International Symposium on Electronic Theses and Dissertations","year":2006,"lang":"en","type":"article","venue":"Library Hi Tech News","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Library and Archives Canada","funders":"","keywords":"Originality; Library science; Publishing; Value (mathematics); Open access publishing; Scholarly communication; World Wide Web; Political science; Open access journal; Engineering; Management; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.01996361,0.000280058,0.0003789873,0.003101031,0.00626172,0.02639489,0.001520788,0.002031886,0.007402054],"category_scores_gemma":[0.01748834,0.0002796633,0.00033792,0.007228783,0.008643409,0.01197995,0.005543817,0.002524143,0.001075232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01454081,"about_ca_system_score_gemma":0.02237106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04885094,"about_ca_topic_score_gemma":0.121541,"domain_scores_codex":[0.9924316,0.003537011,0.0003371017,0.0004730739,0.002579107,0.0006421447],"domain_scores_gemma":[0.98257,0.006232611,0.001471273,0.001445369,0.005787319,0.002493346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009462362,0.00008132979,0.004797321,0.001803375,0.0000281705,0.0005730602,0.05727433,0.0002786262,0.001471817,0.1753338,0.3261269,0.4321367],"study_design_scores_gemma":[0.000009734624,0.00002128108,0.002983065,0.0007137547,0.00001448064,0.0003004411,0.02629993,0.0001392038,0.0006173404,0.00806939,0.9608034,0.00002804648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04627817,0.1569048,0.02336331,0.5994935,0.01115879,0.0003805319,0.000547795,0.0005029521,0.1613702],"genre_scores_gemma":[0.5280123,0.17691,0.02170381,0.03232243,0.01191119,0.0004408685,0.00100451,0.000664311,0.2270305],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9984792,"threshold_uncertainty_score":0.1055789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045205547149385,"score_gpt":0.2404882172782463,"score_spread":0.2300361618067525,"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."}}