{"id":"W4252813858","doi":"10.1007/978-1-4939-7131-2_101231","title":"Spam Review","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001222701,0.001059271,0.0009832198,0.006510889,0.001161127,0.003988179,0.001022149,0.002138746,0.07323563],"category_scores_gemma":[0.005959541,0.0004145125,0.0004501926,0.003853651,0.000903495,0.004704376,0.001848091,0.002314596,0.08201463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382089,"about_ca_system_score_gemma":0.002412692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001329435,"about_ca_topic_score_gemma":0.0033867,"domain_scores_codex":[0.9991094,0.0001257738,0.00004340398,0.0001398629,0.0004827658,0.00009881824],"domain_scores_gemma":[0.9967412,0.0008564196,0.0002076337,0.0002134795,0.001586909,0.0003944673],"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":[0.00001236401,0.00001734803,0.00009596043,0.0004563722,0.000007263745,0.00003172952,0.00004972937,0.00004969837,0.0002046303,0.003371737,0.7595224,0.2361808],"study_design_scores_gemma":[0.000001416656,0.000006290304,0.0001096019,0.0002602277,0.00000584099,0.00009837035,0.00002182838,0.00003640269,0.00008046292,0.001373545,0.9980025,0.000003720358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001286687,0.6339599,0.006602803,0.04493069,0.0624328,0.0001017251,0.0008916369,0.001346017,0.2484478],"genre_scores_gemma":[0.006900041,0.2992953,0.002990174,0.02655865,0.03897692,0.0001053179,0.001598978,0.0005352524,0.6230394],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9267644,"threshold_uncertainty_score":0.2449976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819919694858739,"score_gpt":0.2376734666156178,"score_spread":0.2094742696670304,"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."}}