{"id":"W4400470242","doi":"10.20944/preprints202407.0514.v1","title":"Agile Procurement in a Changing Marketplace: Examining Adaptability and Responsiveness in Supply Chain Management","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Agile software development; Business; Procurement; Supply chain; Adaptability; Process management; Supply chain management; Change management (ITSM); Knowledge management; Marketing; Computer science; Economics; 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":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.008726343,0.0009067973,0.0009181413,0.005300783,0.0001485209,0.0003813675,0.0009960635,0.0003609992,0.0006597481],"category_scores_gemma":[0.0005265637,0.001037533,0.0001503527,0.002346071,0.0001357807,0.0004898048,0.01888715,0.001500084,0.0003713908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225517,"about_ca_system_score_gemma":0.0001184484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001235088,"about_ca_topic_score_gemma":0.0005719027,"domain_scores_codex":[0.9936225,0.0002269046,0.001231455,0.002680871,0.0008655898,0.001372696],"domain_scores_gemma":[0.9976028,0.0001614725,0.0004355394,0.00157457,0.0001745376,0.00005106811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006383287,0.0004167914,0.9502987,0.02134891,0.0002262759,0.00144585,0.002084093,0.00513644,0.0001648756,0.01085962,0.000171863,0.007208302],"study_design_scores_gemma":[0.001768076,0.00001320223,0.9130987,0.004531603,0.0002106631,0.000003870825,0.0155713,0.01512603,0.0001525848,0.02668583,0.0213033,0.001534832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640791,0.000700797,0.00005425988,0.002088704,0.0009218648,0.005048283,0.000007851521,0.0003688449,0.02673032],"genre_scores_gemma":[0.9919748,0.0001700254,0.0002130025,0.0003687789,0.0004147559,0.0029202,0.0000720035,0.0001581267,0.003708309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03719994,"threshold_uncertainty_score":0.9992075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0667702662502112,"score_gpt":0.2957087554065898,"score_spread":0.2289384891563785,"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."}}