{"id":"W3155840224","doi":"10.2139/ssrn.3630582","title":"Vandalizing Review Mechanisms: Theory, Practice, and Applications","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Practice theory; Epistemology; Computer science; Philosophy","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":[0.001474347,0.00009794929,0.0001432035,0.00002205723,0.0003153261,0.0000816355,0.0003638226,0.00001818039,0.000009954088],"category_scores_gemma":[0.0001178354,0.00007988065,0.0000501107,0.0002026599,0.0000189568,0.0004574933,0.0001580701,0.0005831118,0.00002958282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008245408,"about_ca_system_score_gemma":0.0003179044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006504487,"about_ca_topic_score_gemma":0.000009432149,"domain_scores_codex":[0.9986086,0.00009140381,0.0002009482,0.0001894744,0.0001881235,0.0007214696],"domain_scores_gemma":[0.9994959,0.00008880542,0.0001164468,0.0001430665,0.00007219752,0.00008356311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003190494,0.000008341607,0.000002088918,0.0000243346,0.0000596851,0.000001008696,0.0001218046,8.000931e-7,0.00003430378,0.9204907,0.0003077942,0.07894589],"study_design_scores_gemma":[0.0002548891,0.0002073851,0.00000561896,0.00007365603,0.00008322918,0.0003434785,0.000597108,0.0001124318,0.00004957156,0.6586273,0.3394946,0.000150673],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.000006526726,0.07419614,0.9030741,0.01651656,0.00002636766,0.0001783668,2.776602e-7,0.00004747727,0.005954172],"genre_scores_gemma":[0.14972,0.7932795,0.01320202,0.04225387,0.0005602101,0.00008952293,0.000002375335,0.00003001423,0.0008624973],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8898721,"threshold_uncertainty_score":0.3257439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205423999278171,"score_gpt":0.2681096847377409,"score_spread":0.2560554447449592,"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."}}