{"id":"W4301937940","doi":"","title":"SEER: A Secure and Efficient Service Review System for Service-oriented Mobile Social Networks","year":2012,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Mobile service; Service (business); Social network service; Computer security; Computer network; Mobile computing; World Wide Web; Business; Social media","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004436229,0.0001981858,0.0002579248,0.00007045527,0.0006101512,0.0002129403,0.0007071254,0.0001268354,0.000007891312],"category_scores_gemma":[0.0001515844,0.0001979756,0.00009227923,0.0009497372,0.0000354611,0.0003093742,0.0004029903,0.0001921305,0.00001819953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000885311,"about_ca_system_score_gemma":0.00005791488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002221408,"about_ca_topic_score_gemma":0.0002509545,"domain_scores_codex":[0.99704,0.001511262,0.0003326062,0.0004274503,0.0002783679,0.0004102834],"domain_scores_gemma":[0.9966462,0.0005619831,0.0002647775,0.0008388828,0.001500642,0.0001875049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005631624,0.001563091,0.002152533,0.00909021,0.0002338252,0.000003332093,0.07504602,0.00074916,0.004023264,0.7217849,0.00796922,0.1773281],"study_design_scores_gemma":[0.001819119,0.000003221878,0.003635825,0.006882013,0.000173281,0.0001120548,0.0005632483,0.7985756,0.009221616,0.0002470865,0.1777161,0.001050891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03381834,0.01001693,0.9414684,0.008906529,0.0006526218,0.001087823,0.00001891141,0.0005270767,0.003503416],"genre_scores_gemma":[0.971986,0.000421517,0.02554116,0.001184039,0.0001161942,0.0003044091,0.00007970986,0.00003202958,0.0003349405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9381677,"threshold_uncertainty_score":0.8073211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005878837160841,"score_gpt":0.2200829765423058,"score_spread":0.2100241881706974,"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."}}