{"id":"W7052127713","doi":"","title":"Research Brief: July 2021: A Levels and University Access 2021","year":2021,"lang":"en","type":"other","venue":"Digital Education Resource Archive (University College London)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Class (philosophy); The Internet; Space (punctuation); Internet access","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":[0.0001976295,0.0003282781,0.0003926742,0.001351024,0.000492682,0.0003050174,0.0009456789,0.0001354462,0.1932061],"category_scores_gemma":[0.0000400269,0.00043286,0.0001662014,0.001462659,0.0005030202,0.0001461553,0.001758138,0.0007424715,0.0002084957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007361091,"about_ca_system_score_gemma":0.001945215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004691034,"about_ca_topic_score_gemma":0.0008558182,"domain_scores_codex":[0.9973011,0.0003880895,0.0001546836,0.000917914,0.0006731253,0.0005650625],"domain_scores_gemma":[0.998044,0.0003551122,0.0001665248,0.0006943481,0.0002749979,0.0004650448],"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":[0.00006171445,0.0003519906,0.0008286305,0.00007909685,0.0001429989,0.00006747679,0.0002770186,5.533908e-7,0.0000192113,0.01469967,0.867671,0.1158007],"study_design_scores_gemma":[0.0007992086,0.00004945431,0.003028859,0.0002551079,0.00003299438,0.000002669554,0.01771307,0.00006042742,0.000003918632,0.000203987,0.9774691,0.0003811387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002215868,0.0001775541,0.0003917576,0.002190389,0.0001037199,0.0008863503,0.004678474,0.00002926415,0.9893266],"genre_scores_gemma":[0.005216748,0.00004832306,0.0002386086,0.00003714116,0.0003724418,0.000003362779,0.001287772,0.00009501715,0.9927006],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1929976,"threshold_uncertainty_score":0.9998123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01930037551895434,"score_gpt":0.2738135071500588,"score_spread":0.2545131316311045,"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."}}