{"id":"W4247921797","doi":"10.1007/978-3-319-31816-5_3435-1","title":"Churning","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École Nationale d'Administration Publique","funders":"","keywords":"Churning; Economics","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":[0.0008234535,0.0005994259,0.0005419783,0.001162966,0.001761094,0.004001834,0.001171379,0.001661768,0.05300555],"category_scores_gemma":[0.003291144,0.0003326465,0.0003364357,0.001186264,0.002424401,0.005115678,0.002376313,0.002980398,0.01931122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544674,"about_ca_system_score_gemma":0.00147505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00242357,"about_ca_topic_score_gemma":0.003207364,"domain_scores_codex":[0.9991552,0.000107458,0.00002615241,0.0001800466,0.0003444339,0.0001867176],"domain_scores_gemma":[0.9988337,0.000315206,0.0001294644,0.0002966454,0.0002662104,0.0001588248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005671673,0.00005528429,0.001017799,0.00012694,0.000010209,0.0002476868,0.00175167,0.001281186,0.001406966,0.6127982,0.1403628,0.2408846],"study_design_scores_gemma":[0.000008601089,0.00006288866,0.00183368,0.0003100469,0.00001093658,0.0006845788,0.0009146993,0.003591169,0.001292582,0.1544695,0.8367938,0.0000274241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01211266,0.00356782,0.01734133,0.003593757,0.0007575912,0.000068952,0.00015206,0.0005059261,0.9618998],"genre_scores_gemma":[0.1480778,0.004005145,0.00532939,0.002329235,0.0006271611,0.0001171917,0.0004187702,0.0004742196,0.8386211],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05300555,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08173445130341044,"score_gpt":0.296438364820045,"score_spread":0.2147039135166346,"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."}}