{"id":"W6945508428","doi":"10.25375/uct.15052671","title":"ReTAGS Speaker Series | Act 1 | Prof. Ato Quayson","year":2021,"lang":"en","type":"other","venue":"Open University of Cape Town (University of Cape Town)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thursday; The arts; George (robot); Associate editor; Doctoral studies","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":[0.003083138,0.001605066,0.0007638628,0.001000609,0.005468922,0.006113456,0.001688797,0.007846031,0.527805],"category_scores_gemma":[0.01125582,0.000711147,0.0005766587,0.000574258,0.001034456,0.003555113,0.005154838,0.006272845,0.43126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155133,"about_ca_system_score_gemma":0.003001063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008380984,"about_ca_topic_score_gemma":0.01594486,"domain_scores_codex":[0.9968573,0.0003743368,0.0001156039,0.0004174981,0.001655335,0.0005798521],"domain_scores_gemma":[0.9942682,0.0009526489,0.0003513863,0.0003072598,0.002509289,0.001611155],"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":[0.00001337004,0.000005075136,0.00001317327,0.00001639903,2.432534e-7,0.00001931148,0.00003645257,0.000003418084,0.00007540819,0.0005096173,0.9964768,0.002830687],"study_design_scores_gemma":[0.00000553574,0.000009931184,0.0001530778,0.00002737667,3.777587e-7,0.0000184906,0.00008453574,0.00001160098,0.00005458771,0.0001686583,0.9994612,0.000004531153],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001473942,0.002880049,0.0007172461,0.07266143,0.2075367,0.0008138128,0.004171328,0.002081075,0.7076645],"genre_scores_gemma":[0.002832009,0.0003248141,0.0001243705,0.009771517,0.0102466,0.0002955979,0.0007093062,0.0005060901,0.9751898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.527805,"threshold_uncertainty_score":0.6735289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117653758907761,"score_gpt":0.2189105484727366,"score_spread":0.197734010883659,"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."}}