{"id":"W7096616684","doi":"","title":"DalTREC 2005 Spam Track: Spam Filtering using","year":2006,"lang":"en","type":"article","venue":"","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simplicity; Focus (optics); Limiting; Key (lock); Filter (signal processing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007292429,0.002149581,0.002110545,0.006363187,0.002387675,0.003727557,0.002949988,0.003575689,0.01464043],"category_scores_gemma":[0.01545954,0.0008794868,0.001072434,0.003706159,0.0007266769,0.00336201,0.002147625,0.002105456,0.02225741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001586501,"about_ca_system_score_gemma":0.002410959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167853,"about_ca_topic_score_gemma":0.01340981,"domain_scores_codex":[0.9938276,0.001260692,0.0004168241,0.0008046799,0.00303276,0.0006573326],"domain_scores_gemma":[0.9916891,0.0014524,0.0004204142,0.002101365,0.003796075,0.0005405597],"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":[0.001623665,0.001098487,0.008093492,0.0009499149,0.0004025324,0.0004035034,0.0003995126,0.01365593,0.02897705,0.002932162,0.5974724,0.3439913],"study_design_scores_gemma":[0.0006854075,0.002266383,0.01768229,0.0001839125,0.0002879432,0.001832363,0.0002721772,0.376984,0.1616839,0.008614453,0.4289706,0.0005365574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.07722773,0.00253601,0.3473607,0.002259105,0.001970763,0.002885856,0.04522163,0.4855931,0.0349451],"genre_scores_gemma":[0.2466417,0.0008709276,0.4612426,0.002540887,0.0009711406,0.002034873,0.1935922,0.01339716,0.07870866],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9853595,"threshold_uncertainty_score":0.04897708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02811876158128806,"score_gpt":0.3034451586651446,"score_spread":0.2753263970838565,"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."}}