{"id":"W807996108","doi":"10.2139/ssrn.2615225","title":"Information Sharing and Rating Manipulation","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Banking stability, regulation, efficiency","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Computer science; Business; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.006243516,0.000274876,0.0006064019,0.001200115,0.001052248,0.004418408,0.0007431609,0.002123242,0.01509642],"category_scores_gemma":[0.05661322,0.0003613276,0.0005024059,0.00138672,0.001769644,0.00400749,0.001177945,0.00166284,0.001849624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009134588,"about_ca_system_score_gemma":0.0006383574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196078,"about_ca_topic_score_gemma":0.0009503288,"domain_scores_codex":[0.9936997,0.003060509,0.0004745266,0.000875398,0.001409336,0.0004805943],"domain_scores_gemma":[0.9162027,0.05055493,0.01541307,0.01242288,0.004246448,0.00115991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001395871,0.0008300567,0.03561666,0.0002940079,0.000299893,0.0008916362,0.004090728,0.008270759,0.0128327,0.7227975,0.01256147,0.2001188],"study_design_scores_gemma":[0.0003300977,0.0005593539,0.09136388,0.0001564356,0.0004116681,0.001395239,0.001743064,0.05766189,0.008246996,0.8078328,0.03009754,0.0002010928],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5973216,0.003214524,0.06257051,0.008545825,0.000293851,0.00013601,0.0004386572,0.0002882862,0.3271907],"genre_scores_gemma":[0.9907374,0.0002235635,0.00181993,0.0002372502,0.0001480707,0.0000182346,0.00005397425,0.00001958102,0.006742083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01509642,"threshold_uncertainty_score":0.0505026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402393146198699,"score_gpt":0.2255571970972473,"score_spread":0.2015332656352604,"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."}}