{"id":"W7032636655","doi":"","title":"UKERNA SLA 2004-5","year":2004,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queen's University; University of Birmingham; University of Bristol; Cardiff University; University of Glasgow; University of Oxford; University of Reading; University of Nottingham; University of Leeds; University of Aberdeen; University of Greenwich; University of Dundee","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003381637,0.001116022,0.0007780065,0.000976842,0.0003328122,0.0003408399,0.0007942923,0.001063857,0.009130175],"category_scores_gemma":[0.00002479659,0.00111122,0.0004138882,0.0002223195,0.000368526,0.001606453,0.0002832127,0.0007899965,0.1091357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002508153,"about_ca_system_score_gemma":0.0002243686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005245237,"about_ca_topic_score_gemma":0.00001530006,"domain_scores_codex":[0.9948795,0.0001283258,0.001558969,0.0006104248,0.001973192,0.0008496329],"domain_scores_gemma":[0.9953365,0.00002518496,0.00233397,0.001901937,0.00002543352,0.0003770177],"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":[0.00004403489,0.0001960394,0.0004722246,0.0002587843,0.0003285084,0.00004574365,0.000592856,0.003850845,0.0005594433,0.0006985587,0.9919187,0.00103428],"study_design_scores_gemma":[0.001382152,0.00009682871,0.001251714,0.0003169203,0.0002022743,0.0001337714,0.0001190549,0.0001109756,0.00115506,0.00002749139,0.9939893,0.001214487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000180798,0.0009157421,0.001156134,0.00009250615,0.001590318,0.001708719,0.0003550479,0.001243397,0.9927573],"genre_scores_gemma":[0.004644877,0.0002764189,0.001700423,0.0003994135,0.001301698,0.0003626034,0.001935408,0.001164307,0.9882149],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1000055,"threshold_uncertainty_score":0.9991338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003201154716119052,"score_gpt":0.1720406893171377,"score_spread":0.1688395346010186,"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."}}