{"id":"W7010134099","doi":"","title":"Gormley - Scott Aitchison - Thursday, May 12, 2022","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yesterday; Joins; Field (mathematics); Work (physics)","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":[0.0006996932,0.0003559062,0.0004715419,0.000135853,0.0004108736,0.0001291894,0.0008411133,0.0004021715,0.9336138],"category_scores_gemma":[0.0001282374,0.0003814381,0.0002497983,0.00002174398,0.0002811046,4.722652e-7,0.0002530037,0.0004668587,0.01448633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002031603,"about_ca_system_score_gemma":0.0001260877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02984439,"about_ca_topic_score_gemma":0.01835075,"domain_scores_codex":[0.9970402,0.0002496685,0.0005902026,0.0002775999,0.001333633,0.0005087463],"domain_scores_gemma":[0.9984952,0.0001487979,0.0007185026,0.0003878857,0.00008314377,0.0001665251],"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":[0.00003929601,0.00006987983,0.00008994523,0.000108051,0.00008133536,0.00001261301,0.001804103,0.00001515901,8.523938e-8,0.0004779524,0.9958464,0.001455212],"study_design_scores_gemma":[0.0004578491,0.0001031087,0.00003988672,0.00006949242,0.00006805429,0.000004874523,0.003245377,0.000001779224,4.666967e-7,0.00001758859,0.995572,0.000419489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003421174,0.0005344089,9.835636e-8,0.0005983019,0.001172334,0.0007226723,0.0001403671,0.0002962186,0.9965014],"genre_scores_gemma":[0.0003887182,0.001212358,0.000287405,0.000377736,0.0005309285,0.00004413011,0.0002700542,0.0001322147,0.9967564],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9191275,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00968297778947116,"score_gpt":0.2375199158444829,"score_spread":0.2278369380550117,"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."}}