{"id":"W4378589447","doi":"10.1145/3597926.3598065","title":"Type Batched Program Reduction","year":2023,"lang":"en","type":"paratext","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reduction (mathematics); Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001467873,0.001438341,0.001110313,0.001363335,0.0008357299,0.001430939,0.00292727,0.0008740883,0.008243088],"category_scores_gemma":[0.007736771,0.0005582426,0.002251236,0.001157408,0.001429643,0.002837868,0.002149204,0.002439811,0.002540409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009863807,"about_ca_system_score_gemma":0.00219768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002538316,"about_ca_topic_score_gemma":0.005657775,"domain_scores_codex":[0.9974737,0.0005169978,0.000160187,0.0005725392,0.001042795,0.0002338098],"domain_scores_gemma":[0.9925982,0.002414477,0.0004345741,0.003162469,0.001256253,0.0001339427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000733404,0.0004673551,0.004402473,0.0009795263,0.0001877709,0.000390469,0.0005075071,0.05311089,0.07416258,0.0507644,0.04247885,0.7718149],"study_design_scores_gemma":[0.0001533032,0.0004753086,0.001836547,0.0001562777,0.0002536615,0.0008291359,0.0002762088,0.6377918,0.1277016,0.135878,0.09452253,0.0001258246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01969603,0.0003445847,0.9509572,0.0004886605,0.0001674868,0.0003104114,0.0006091382,0.02131015,0.006116297],"genre_scores_gemma":[0.1297067,0.000214261,0.8489196,0.0006387884,0.0001103931,0.000353246,0.00221681,0.005400622,0.01243963],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008243088,"threshold_uncertainty_score":0.02757585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03450605788327998,"score_gpt":0.3227093426833005,"score_spread":0.2882032848000205,"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."}}