{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001256286,0.002956221,0.001100966,0.001092454,0.0007050339,0.002224543,0.00486364,0.001043237,0.05318913],"category_scores_gemma":[0.006775554,0.001532892,0.001341584,0.001051772,0.00085753,0.004050385,0.003677672,0.00236181,0.02043726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449226,"about_ca_system_score_gemma":0.002710456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007531892,"about_ca_topic_score_gemma":0.007861418,"domain_scores_codex":[0.9983613,0.0001496758,0.0001002761,0.0006657102,0.0004755167,0.0002475312],"domain_scores_gemma":[0.997283,0.0007150045,0.0001507021,0.001022764,0.0006251791,0.0002032475],"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":[0.005079284,0.0003936334,0.007625141,0.001428739,0.0004732926,0.000261398,0.0004699008,0.0160598,0.03328198,0.007697965,0.5662991,0.3609298],"study_design_scores_gemma":[0.001715565,0.001130067,0.007903203,0.0002304532,0.0003779718,0.0006758407,0.0001843444,0.4241666,0.1521832,0.01674826,0.3942562,0.0004283202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.03268994,0.001319943,0.1493409,0.0005007957,0.0008813211,0.0004126306,0.008300081,0.78785,0.01870437],"genre_scores_gemma":[0.4215283,0.001352201,0.3391815,0.002461773,0.000453046,0.001803031,0.04957873,0.1266245,0.05701694],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9468108,"threshold_uncertainty_score":0.1779354,"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."}}