{"id":"W7008785113","doi":"","title":"Cyber Discovery evaluation : published 13 August 2021","year":2021,"lang":"en","type":"other","venue":"Digital Education Resource Archive (University College London)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Quarter (Canadian coin); Ethnic group; Elite; Career Pathways; Set (abstract data type)","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":["insufficient_payload"],"category_scores_codex":[0.0003860774,0.0008243609,0.0008088212,0.002584315,0.0003854368,0.00087377,0.001200126,0.0004418649,0.03064376],"category_scores_gemma":[0.00073997,0.001061039,0.0005713001,0.002602556,0.0004708738,0.002185172,0.0007766225,0.0007612365,0.002995204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268159,"about_ca_system_score_gemma":0.004936212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001269526,"about_ca_topic_score_gemma":0.002922083,"domain_scores_codex":[0.9947717,0.0006819254,0.0003943498,0.001733718,0.001648004,0.0007703473],"domain_scores_gemma":[0.9960501,0.0003104047,0.0008543324,0.001721096,0.0005088028,0.0005553133],"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":[0.000151932,0.0009379528,0.000513158,0.0001005391,0.0003984699,0.00006523896,0.0005169859,0.00003141069,0.00003855888,0.006908806,0.9828405,0.007496477],"study_design_scores_gemma":[0.001533365,0.00004669827,0.003285162,0.0005861542,0.0003213792,0.00003538774,0.01094427,0.0003000269,0.00000370304,0.000660776,0.9812261,0.001056939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004129068,0.0008292879,0.0003266611,0.0008764266,0.0008498903,0.001985085,0.01558224,0.0003229602,0.9750984],"genre_scores_gemma":[0.007432089,0.00003909519,0.0004460381,0.0001944114,0.0008650956,0.00002995393,0.03521571,0.0008818372,0.9548958],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02764856,"threshold_uncertainty_score":0.999184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009618156053693391,"score_gpt":0.2269499299240841,"score_spread":0.2173317738703907,"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."}}