{"meta":{"query_hash":"c2a9dd8d08a3","filters":{"venue":"Workshop on Hot Topics in Operating Systems"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/c2a9dd8d08a3","api":"https://metacan.xera.ac/api/v1/cohort?venue=Workshop+on+Hot+Topics+in+Operating+Systems"},"results":[{"id":"W164606597","doi":"","title":"patch (1) considered harmful","year":2005,"lang":"en","type":"article","venue":"Workshop on Hot Topics in Operating Systems","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Kernel (algebra); Correctness; Programming language; Syntax; Semantics (computer science); Abstraction; Linux kernel; Simple (philosophy); Domain (mathematical analysis); Source code; Theoretical computer science; Software engineering; Operating system; Artificial intelligence","score_opus":0.050073055833842695,"score_gpt":0.30201999615444036,"score_spread":0.25194694032059767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W164606597","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45574236,0.0023069314,0.4552662,0.021994088,0.00987893,0.0016169848,0.000004542454,0.0011612804,0.052028652],"genre_scores_gemma":[0.9733783,0.00001927711,0.02358616,0.000989061,0.00078668713,0.000038775455,0.0000019948006,0.000010734014,0.0011890072],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823284,0.00019557361,0.0005204904,0.0004631991,0.00027918318,0.0003087207],"domain_scores_gemma":[0.9987265,0.00032265915,0.000108514054,0.0006882257,0.00008458188,0.00006955584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006957702,0.00015944018,0.00022217428,0.000114983784,0.00021056872,0.0005649145,0.0006902261,0.00012354589,0.000014727139],"category_scores_gemma":[0.00021771502,0.00015817148,0.00004195336,0.00037157512,0.000025543572,0.00026164725,0.0001281332,0.00035547337,0.00009083203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008181677,0.00027234296,0.0064944094,0.000084155574,0.000028354949,0.000048088794,0.013035681,0.123154484,0.00025970224,0.712399,0.007194165,0.1370214],"study_design_scores_gemma":[0.00060349255,0.000039323495,0.00082183775,0.0005034911,0.0000019500824,0.00003805061,0.00071465544,0.9124498,0.00059356634,0.00023111886,0.08357846,0.0004242778],"about_ca_topic_score_codex":0.00006516549,"about_ca_topic_score_gemma":0.00006010127,"teacher_disagreement_score":0.7892953,"about_ca_system_score_codex":0.00013188561,"about_ca_system_score_gemma":0.0000665769,"threshold_uncertainty_score":0.6450046},"labels":[],"label_agreement":null}]}