{"id":"W4400687153","doi":"10.20944/preprints202407.1094.v1","title":"The Role of Supplier Diversity in Enhancing E-Commerce Operations","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Business; Supply chain; Supply chain management; Supplier relationship management; Diversity (politics); Knowledge management; Marketing; Industrial organization; Process management","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":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001147705,0.0002487757,0.0002801252,0.0003258026,0.0003300383,0.0001814104,0.001067094,0.0001753196,0.0005210955],"category_scores_gemma":[0.0002368291,0.0002097338,0.0001589938,0.0003597013,0.0000801842,0.0003073726,0.01419503,0.000804537,0.001489545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009326366,"about_ca_system_score_gemma":0.0001040169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007552894,"about_ca_topic_score_gemma":0.002998749,"domain_scores_codex":[0.9983464,0.00002437752,0.0004671583,0.0004956257,0.0003265869,0.0003397868],"domain_scores_gemma":[0.998885,0.00005162566,0.0001686382,0.0007323096,0.0001466523,0.00001580974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003034104,0.0001223304,0.8852023,0.0004857053,0.0001354238,0.000003094668,0.001222475,0.0004785464,0.003542824,0.1061864,0.0006205875,0.00196996],"study_design_scores_gemma":[0.0006280826,0.000004576099,0.5066499,0.0006527516,0.0002918119,0.000001073149,0.001344928,0.006137316,0.0116643,0.2107702,0.2608463,0.001008764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8617076,0.0003269263,0.00001162269,0.002861967,0.0006140447,0.0004974758,0.000009752654,0.0001055625,0.1338651],"genre_scores_gemma":[0.9970165,0.0000634186,0.00001476578,0.0003323097,0.0007051234,0.0000825579,0.00004155916,0.0000253221,0.001718438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3785524,"threshold_uncertainty_score":0.9992879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07369959119407356,"score_gpt":0.3092770261470912,"score_spread":0.2355774349530177,"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."}}