{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01925746,0.001032951,0.00172439,0.00331945,0.003133502,0.01209546,0.002286027,0.004251911,0.607715],"category_scores_gemma":[0.06761843,0.000733069,0.001534698,0.002465423,0.00140453,0.004628984,0.004004875,0.003537735,0.2989523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005116442,"about_ca_system_score_gemma":0.01027141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007345311,"about_ca_topic_score_gemma":0.01726557,"domain_scores_codex":[0.9882413,0.004130771,0.0006214131,0.0005365163,0.005180485,0.001289483],"domain_scores_gemma":[0.9491315,0.01030845,0.001163887,0.003928829,0.02892406,0.006543291],"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":[0.0004277026,0.00006634924,0.0001514656,0.0003185004,0.00001413441,0.00001428344,0.00002711035,0.00003275257,0.0000301633,0.001367338,0.9732185,0.02433164],"study_design_scores_gemma":[0.0004652837,0.0001517488,0.002274292,0.001119398,0.00002119036,0.00001921611,0.0001426317,0.0001182425,0.0001244402,0.002283547,0.9932526,0.0000273041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002997739,0.003846385,0.001950897,0.05615503,0.06703911,0.004828952,0.1137672,0.003124092,0.7462905],"genre_scores_gemma":[0.01595815,0.002652165,0.00195411,0.01901295,0.004666368,0.006361204,0.05275742,0.001709794,0.8949277],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.607715,"threshold_uncertainty_score":0.559547,"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."}}