{"id":"W4291653263","doi":"10.1109/tcad.2022.3198907","title":"Tinkertoy: Build Your Own Operating Systems for IoT Devices","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Embedded operating system; Embedded system; Computer science; Internet of Things; Operating system; Architecture; Software","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":[0.002974959,0.002045324,0.0007001364,0.001466189,0.0008815285,0.00202965,0.003504195,0.001245872,0.01269856],"category_scores_gemma":[0.008754362,0.001662664,0.001209613,0.0005611681,0.001275894,0.006969229,0.004722009,0.0056263,0.00998761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076955,"about_ca_system_score_gemma":0.002953635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001990442,"about_ca_topic_score_gemma":0.00206855,"domain_scores_codex":[0.9979532,0.0001879328,0.0002012682,0.0003650047,0.0008945768,0.0003979149],"domain_scores_gemma":[0.9964849,0.0007497196,0.0002885272,0.001051761,0.0008437323,0.0005812824],"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":[0.001556526,0.0006038335,0.00745741,0.001143245,0.0002591561,0.0008663766,0.001339552,0.006879203,0.05030288,0.02165554,0.4679664,0.43997],"study_design_scores_gemma":[0.0004631812,0.0005799721,0.006267323,0.000662784,0.0002499319,0.001582158,0.0002422402,0.09068,0.09284458,0.02032925,0.78549,0.0006084554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01573602,0.001865481,0.5169093,0.000847061,0.001675649,0.001354672,0.001943887,0.4332872,0.0263807],"genre_scores_gemma":[0.1419349,0.00342125,0.6186742,0.00325845,0.0006219784,0.002444613,0.01700978,0.1444733,0.06816152],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01269856,"threshold_uncertainty_score":0.04248095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0561925751914765,"score_gpt":0.2591791094307153,"score_spread":0.2029865342392388,"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."}}