{"id":"W3123181428","doi":"10.2139/ssrn.3743816","title":"Direct Selling Under Scrutiny: Assessing Analytic Direct Selling Models","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Securities Regulation and Market Practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Scrutiny; Business; Marketing; Political science; Law","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002211446,0.0002862173,0.0003550637,0.0002611376,0.0006945613,0.001512159,0.0003513155,0.00009553861,0.0001982032],"category_scores_gemma":[0.0001813354,0.0002710478,0.0002116376,0.0007430696,0.00004236358,0.004693686,0.00009373581,0.00128067,0.00008305332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002906268,"about_ca_system_score_gemma":0.0004978001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001023824,"about_ca_topic_score_gemma":0.0001248622,"domain_scores_codex":[0.9966488,0.00007007153,0.000477125,0.0003892042,0.0005041926,0.001910631],"domain_scores_gemma":[0.9988856,0.0001587649,0.0005437717,0.0001555639,0.0002038428,0.00005247126],"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":[0.000469413,0.0002865318,0.003828993,0.0003933277,0.001736682,0.00005701361,0.0008403251,0.2188916,0.001880893,0.7186712,0.002322848,0.05062115],"study_design_scores_gemma":[0.001351235,0.00004503738,0.0002081822,0.0001530617,0.0005749837,0.00007723005,0.009249276,0.7556754,0.0001168034,0.1789603,0.05265715,0.0009313296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2834771,0.01161727,0.2908696,0.01774913,0.001310646,0.0005661747,0.000002187471,0.000963371,0.3934445],"genre_scores_gemma":[0.9916068,0.001607074,0.0001788198,0.003173208,0.002646729,0.000002906309,0.0000104062,0.00006609133,0.000707906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7081298,"threshold_uncertainty_score":0.9999742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03431535663290591,"score_gpt":0.2558576684856584,"score_spread":0.2215423118527525,"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."}}