{"id":"W4400492893","doi":"10.20944/preprints202407.0746.v1","title":"Supplier Collaboration and Partnership: Insights into Building Effective Procurement Relationships","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"General partnership; Business; Procurement; Supply chain; Knowledge management; Process management; Quality (philosophy); Competitive advantage; Process (computing); Resilience (materials science); Product (mathematics); Industrial organization; Marketing","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":[0.01123905,0.0004875635,0.0002861106,0.001659573,0.005130766,0.007518938,0.00118193,0.001733713,0.005512923],"category_scores_gemma":[0.0116787,0.0004949117,0.0003723706,0.001858275,0.006760434,0.01002163,0.006926312,0.001726398,0.0006780212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003061353,"about_ca_system_score_gemma":0.007000629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002970901,"about_ca_topic_score_gemma":0.003460362,"domain_scores_codex":[0.9838441,0.01312233,0.0003511421,0.0003345869,0.001442212,0.0009055763],"domain_scores_gemma":[0.988404,0.008584196,0.0008502939,0.0005336233,0.0008890021,0.0007389165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006595056,0.0001081252,0.006637082,0.0006055933,0.00002876104,0.00431295,0.5862612,0.002121239,0.002229704,0.3242168,0.004154209,0.06925845],"study_design_scores_gemma":[0.00001898295,0.000132338,0.004088411,0.0007503794,0.00002799324,0.003138867,0.5527351,0.00453729,0.002014344,0.18755,0.2449559,0.00005039174],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3862527,0.004637764,0.2756869,0.0289647,0.0001840334,0.0004292107,0.0002595913,0.0002446026,0.3033405],"genre_scores_gemma":[0.9675474,0.001587649,0.02365144,0.0004547819,0.00002056086,0.00008882667,0.00005422212,0.0000529391,0.006542246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01123905,"threshold_uncertainty_score":0.05943853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06384116747488196,"score_gpt":0.3239863171069338,"score_spread":0.2601451496320519,"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."}}