{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005974142,0.0001093634,0.0001036718,0.00004568464,0.0001093075,0.00006817892,0.002062559,0.00004334668,0.0003706852],"category_scores_gemma":[0.000005347062,0.0001092706,0.00006153519,0.0002102968,0.00001324057,0.00007412751,0.006873321,0.0004618466,0.0001006305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005496259,"about_ca_system_score_gemma":0.00005356956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007393575,"about_ca_topic_score_gemma":0.000002042502,"domain_scores_codex":[0.999007,0.000026239,0.0001303956,0.0005045618,0.0001824518,0.0001493813],"domain_scores_gemma":[0.9984204,0.00005517456,0.00007490273,0.001380853,0.00001963317,0.00004904633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.018378e-7,0.00002971584,0.00003686019,0.000008226717,0.000008059315,0.000006969638,0.00006191985,0.03734656,0.00003219735,0.8994168,0.02366469,0.03938763],"study_design_scores_gemma":[0.00005474768,0.00001338236,0.0003213424,0.000004121349,0.000003294113,0.000007014323,0.000005369961,0.1189677,0.0001827904,0.4049988,0.4750984,0.0003431266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001613897,0.0001112419,0.9388716,0.003163827,0.0005369266,0.0002223519,0.000002879503,0.0006217067,0.05630808],"genre_scores_gemma":[0.07154274,0.0001209508,0.9073454,0.002796341,0.0002240875,0.0008846091,0.00003573229,0.00002508102,0.01702509],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.494418,"threshold_uncertainty_score":0.8567103,"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."}}