{"id":"W1993945834","doi":"10.1049/ic.2013.0038","title":"Prototype test insertion co-processor for agile development in multi-threaded embedded environments","year":2013,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Agile software development; Computer science; Embedded system; Test (biology); Operating system; Computer architecture; Software engineering; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002292693,0.0001402383,0.0001305576,0.000109987,0.00008686168,0.00009482928,0.0004435066,0.00007122037,0.00002052835],"category_scores_gemma":[0.0003371463,0.0001212834,0.00002199928,0.0001639761,0.00002274429,0.0003635356,0.00008826343,0.00007377286,0.0001537737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008157966,"about_ca_system_score_gemma":0.00006085388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007050736,"about_ca_topic_score_gemma":0.00001138749,"domain_scores_codex":[0.9989097,0.00001712622,0.000268401,0.0003601511,0.0001642005,0.0002804944],"domain_scores_gemma":[0.9993515,0.0001698225,0.00007385157,0.0002993811,0.00004040027,0.00006503526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005599745,0.004066915,0.3716696,0.0004038694,0.00004554228,0.00001396044,0.007628097,0.00008633109,0.05132335,0.001310887,0.03759607,0.5257993],"study_design_scores_gemma":[0.002849646,0.0007499497,0.2797626,0.0002623972,0.000004976712,0.00001486779,0.00003153478,0.2569237,0.4330133,0.01793023,0.007273891,0.001182912],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05658766,0.00001546407,0.9375741,0.0001708977,0.00004355141,0.002182654,7.357424e-7,0.003170242,0.0002547273],"genre_scores_gemma":[0.4097484,8.610887e-7,0.5876964,0.0002234501,0.000006193223,0.001876096,0.000005728336,0.000009343689,0.0004335202],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5246164,"threshold_uncertainty_score":0.4945794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05255001405290805,"score_gpt":0.2996759811936519,"score_spread":0.2471259671407439,"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."}}