{"id":"W4400687100","doi":"10.20944/preprints202407.1074.v1","title":"Supplier Relationship Management in Subscription-Based E-commerce Models","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Business; Supply chain management; Supply chain; Supplier relationship management; Knowledge management; Leverage (statistics); Context (archaeology); Process management; Sustainability; Globalization; Marketing; Industrial organization; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001852005,0.0007030974,0.0005899924,0.001765145,0.0001874958,0.0003974563,0.001127768,0.0004008091,0.001077404],"category_scores_gemma":[0.00008529462,0.0007697419,0.0003730913,0.00083541,0.00008401867,0.0003800745,0.004752654,0.001694192,0.008858082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003796156,"about_ca_system_score_gemma":0.00005558761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279505,"about_ca_topic_score_gemma":0.0001979234,"domain_scores_codex":[0.9957973,0.00006729156,0.0009728617,0.001698205,0.0007490164,0.0007152891],"domain_scores_gemma":[0.9976146,0.00009148425,0.0003296686,0.001805091,0.0001188985,0.00004031016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007282027,0.0003169824,0.5968474,0.003874179,0.0001929646,0.0001438681,0.0003230761,0.2993331,0.0000184466,0.09470282,0.00338401,0.0007903594],"study_design_scores_gemma":[0.001177833,0.000003676367,0.3425204,0.001381686,0.0005268534,8.556427e-7,0.0006272855,0.315679,0.0000354169,0.2865835,0.04998715,0.001476293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5749024,0.0002960989,0.004438594,0.01330542,0.003151369,0.002900072,0.0000210951,0.001342309,0.3996427],"genre_scores_gemma":[0.9863648,0.00002767277,0.0003966872,0.002011168,0.0007249613,0.0007613565,0.0003563666,0.0001540007,0.00920303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4114624,"threshold_uncertainty_score":0.9998357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.129791576388687,"score_gpt":0.3077769279581377,"score_spread":0.1779853515694506,"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."}}