{"id":"W4234989875","doi":"10.1007/978-1-4939-7131-2_100997","title":"Review Spammer","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":"Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001755844,0.0001511775,0.0001858235,0.0000513507,0.00004280539,0.00006191707,0.0005781936,0.0001286796,0.003936873],"category_scores_gemma":[0.00001057957,0.0001237582,0.0001072981,0.00002668477,0.0000247834,0.0001350959,0.0001554774,0.0001482177,0.006780261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002269759,"about_ca_system_score_gemma":0.00003101565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000894164,"about_ca_topic_score_gemma":0.000009237224,"domain_scores_codex":[0.9992394,0.00000660085,0.0001561896,0.0003253689,0.0001671152,0.0001053341],"domain_scores_gemma":[0.9990639,0.00001929265,0.00009029872,0.0006939505,0.00007888395,0.00005365369],"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":[2.541728e-7,0.00000133846,9.994266e-8,0.0001358321,0.00001124538,0.000002984904,0.00001033432,1.126211e-8,0.000001176883,0.251571,0.6981584,0.05010724],"study_design_scores_gemma":[0.00001974417,0.00003596852,7.76599e-7,0.001094832,0.00001240073,0.00001751124,3.970342e-8,0.00003760742,0.00002021718,0.04072179,0.9578789,0.000160184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.17133e-8,0.01557079,0.05778406,0.0008044431,0.00096704,0.0001133084,6.301756e-7,0.000208035,0.9245517],"genre_scores_gemma":[0.000003603217,0.01142721,0.005117689,0.007923543,0.0004796504,0.000002797346,0.000002730281,0.00001521318,0.9750276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2597205,"threshold_uncertainty_score":0.9969736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03523414692063061,"score_gpt":0.2468116754904262,"score_spread":0.2115775285697956,"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."}}