{"id":"W4312038605","doi":"10.1145/3528535.3565248","title":"CGX","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"European Research Council","keywords":"Computer science; Server; Software; Node (physics); Cloud computing; Parallel computing; Distributed computing; Computer engineering; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007496668,0.001297007,0.0008773165,0.001292889,0.0009049269,0.004148574,0.002362756,0.001849975,0.6081541],"category_scores_gemma":[0.002754923,0.000682713,0.0007342328,0.001434283,0.0006040311,0.002450937,0.00321199,0.001983445,0.4573325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009607093,"about_ca_system_score_gemma":0.001059729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001768066,"about_ca_topic_score_gemma":0.002236958,"domain_scores_codex":[0.9992964,0.00007168382,0.00003528851,0.0001862956,0.0003146841,0.00009559389],"domain_scores_gemma":[0.9990798,0.0001377228,0.00003442928,0.0003374307,0.0002641745,0.0001463988],"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":[0.0002500855,0.00005553574,0.0004573016,0.0003315585,0.00002662789,0.00008907859,0.00007746318,0.001513962,0.00632789,0.02516601,0.7546144,0.21109],"study_design_scores_gemma":[0.00008692862,0.00003196852,0.0004833964,0.00006014849,0.00001132754,0.0001086867,0.00001820091,0.006771196,0.005238836,0.01227696,0.9748868,0.00002549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004332882,0.00160149,0.1442059,0.002957309,0.003633922,0.0004119957,0.0372581,0.2141843,0.5914142],"genre_scores_gemma":[0.04463719,0.001713613,0.0914408,0.002507803,0.001193757,0.0007749976,0.0775972,0.05614543,0.7239891],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3918459,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03285525120867828,"score_gpt":0.3005221157120461,"score_spread":0.2676668645033679,"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."}}