{"id":"W4394945038","doi":"10.1145/3642970.3655824","title":"SpeedyLoader","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Preprocessor; Pipeline (software); Data pre-processing; Asynchronous communication; Workflow; Artificial intelligence; Queue; Parallel computing; Machine learning; Computer engineering; Programming language; Database","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002040193,0.00003130403,0.00002170925,0.00002314596,0.00002339097,0.00008549353,0.0002551783,0.000009226693,0.00005237565],"category_scores_gemma":[0.000001565108,0.00002430101,0.00002357657,0.0003208193,0.000008401434,0.0002437204,0.00007355886,0.00004222608,0.001277703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007262929,"about_ca_system_score_gemma":0.000008232602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.799044e-7,"about_ca_topic_score_gemma":5.365907e-7,"domain_scores_codex":[0.9996639,0.000001854051,0.0000427798,0.0001561922,0.00005445126,0.00008081256],"domain_scores_gemma":[0.9997112,0.0000373377,0.000002821872,0.0002155666,0.000006419826,0.0000267147],"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":[2.757911e-8,0.000001789942,0.000001556505,0.000001022102,0.000001398957,0.000003627015,0.00001533019,0.00004064241,0.0002867733,0.867363,0.01592554,0.1163592],"study_design_scores_gemma":[0.00001730545,0.000006741504,0.00008517191,0.000004670534,0.00000110756,0.00002363183,0.000001852933,0.1855673,0.002891425,0.1295054,0.6818129,0.000082607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00006121511,0.0002776164,0.9167188,0.005692006,0.0001607855,0.0000366689,1.173727e-7,0.0007174466,0.07633532],"genre_scores_gemma":[0.6969944,0.00002636682,0.276314,0.001498359,0.0001857811,0.00002234101,6.93987e-7,0.000008350723,0.02494972],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7378577,"threshold_uncertainty_score":0.9994999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02044453579404123,"score_gpt":0.2856817482914408,"score_spread":0.2652372124973996,"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."}}