{"id":"W4318328344","doi":"10.1145/3559009.3569671","title":"mu-grind","year":2022,"lang":"en","type":"article","venue":"","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Compiler; Computer science; Grind; Tracing; Programming language; Computer architecture; Embedded system; Parallel computing; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003899299,0.0007404139,0.0005027801,0.0009484731,0.001033392,0.001138637,0.00110432,0.0005328686,0.05253848],"category_scores_gemma":[0.001150196,0.0004025622,0.0004605233,0.0004885435,0.0004171565,0.001284424,0.001499972,0.000939208,0.01702789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006430203,"about_ca_system_score_gemma":0.001017712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001389454,"about_ca_topic_score_gemma":0.003739735,"domain_scores_codex":[0.9995002,0.00002220131,0.00001767456,0.0001225122,0.0002550492,0.00008239983],"domain_scores_gemma":[0.9994503,0.00004485994,0.00003693781,0.0002289534,0.0001935459,0.00004548206],"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":[0.00074374,0.0002045308,0.003423404,0.0004139219,0.00005483346,0.0005738707,0.0004908054,0.0089864,0.1953537,0.07248276,0.05125422,0.6660178],"study_design_scores_gemma":[0.0000645676,0.0007052338,0.00411301,0.0001092978,0.00008203172,0.00116709,0.0002703132,0.04466295,0.3235743,0.02541809,0.599737,0.0000960549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.09205217,0.002078798,0.4823886,0.001121654,0.001889009,0.0004117823,0.002756665,0.04015559,0.3771457],"genre_scores_gemma":[0.4155281,0.0008720981,0.2823533,0.0009731814,0.0001447468,0.0002164382,0.003670577,0.004311074,0.2919306],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.05253848,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0126522324102962,"score_gpt":0.2222264955870743,"score_spread":0.2095742631767781,"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."}}