{"id":"W6907425510","doi":"10.21227/d2rh-kw72","title":"DALHOUSIE NIMS LAB ATTACK DATASET 2025-1","year":2025,"lang":"en","type":"dataset","venue":"IEEE DataPort","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Solana Networks (Canada); Dalhousie University","funders":"","keywords":"Internet of Things; Vulnerability (computing); Raspberry pi; The Internet; Vulnerability assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006263182,0.0009344859,0.001978823,0.001505311,0.0005043261,0.001873805,0.009273438,0.0006963237,0.009644222],"category_scores_gemma":[0.004586443,0.0007241214,0.0004268874,0.002349988,0.0002181558,0.0007760755,0.003181336,0.001120066,0.009152052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011638,"about_ca_system_score_gemma":0.0009870663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282019,"about_ca_topic_score_gemma":0.001950951,"domain_scores_codex":[0.9868813,0.0004933508,0.003344266,0.002962525,0.005384203,0.0009343196],"domain_scores_gemma":[0.98221,0.002992319,0.001624391,0.01211717,0.0006145948,0.0004414767],"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":[0.00003827221,0.0001039428,0.00004396751,0.00005324182,0.00007353604,0.0005546474,0.000009399851,0.0000403891,0.000003909318,0.00002905672,0.997,0.00204967],"study_design_scores_gemma":[0.0004070234,0.00004437963,0.00008574068,0.0002146921,0.0001038998,0.00008309896,0.00005128312,0.00009399857,0.000004357069,0.0005570711,0.9975993,0.000755145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002071889,0.0006841453,0.0008580608,0.0001272196,0.009554129,0.0006286873,0.9864867,0.00007817867,0.00156212],"genre_scores_gemma":[0.00001701919,0.00007261353,0.0002626695,0.001750288,0.001278013,0.00005264738,0.9768241,0.00002575686,0.01971686],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01815474,"threshold_uncertainty_score":0.999521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2222246221368515,"score_gpt":0.4593251811260471,"score_spread":0.2371005589891955,"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."}}