{"id":"W7038221801","doi":"","title":"Higher education review of Lakes College West Cumbria","year":2014,"lang":"en","type":"other","venue":"Digital Education Resource Archive (University College London)","topic":"Linguistics and language evolution","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Higher education; Work (physics); Government (linguistics); Quarter (Canadian coin); Training (meteorology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[],"category_scores_codex":[0.00008793778,0.0002994429,0.0004649309,0.0005580166,0.0002039026,0.00005183543,0.0004194796,0.0001050032,0.01365058],"category_scores_gemma":[0.0001285062,0.0003296419,0.0001965653,0.0002026961,0.0003437645,0.0001408739,0.0001062809,0.0001934209,0.0004312865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068424,"about_ca_system_score_gemma":0.0008696952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007526349,"about_ca_topic_score_gemma":0.0008761948,"domain_scores_codex":[0.9987125,0.0001027322,0.0002650947,0.0003941988,0.0003034025,0.0002220193],"domain_scores_gemma":[0.998382,0.0001071251,0.000556831,0.000490693,0.0003103654,0.0001529546],"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":[0.00001367066,0.000222605,0.00001052918,0.00144898,0.00004745146,0.000001944934,0.0006041986,9.422329e-8,6.891548e-7,0.3624866,0.6339682,0.001194976],"study_design_scores_gemma":[0.0002269572,0.0000542351,0.0001196798,0.00470958,0.0001307034,0.0000032006,0.003658971,0.000007739007,2.391147e-7,0.0006607401,0.9900831,0.0003448423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001012552,0.006761072,0.00002547211,0.0007334771,0.001507045,0.0006642363,0.00682453,0.0001154576,0.9832674],"genre_scores_gemma":[0.004136977,0.0006033033,0.0001338507,0.0008616042,0.002143164,0.000007574949,0.003081614,0.000149378,0.9888825],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3618259,"threshold_uncertainty_score":0.9999155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008205253141847212,"score_gpt":0.2037141236343742,"score_spread":0.1955088704925269,"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."}}