{"id":"W4400469700","doi":"10.20944/preprints202407.0614.v1","title":"Integrating Sustainability Into Procurement: Perspectives From Supply Chain Practitioners","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":"Business; Procurement; Sustainability; Stakeholder engagement; Supply chain; Thematic analysis; Stakeholder; Resilience (materials science); Social sustainability; Marketing; Process management; Qualitative research; Knowledge management; Environmental resource management; Public relations; Economics; Political science","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":[0.02577512,0.0005872746,0.0007647722,0.00209056,0.01104481,0.009762358,0.001389251,0.003604278,0.003529506],"category_scores_gemma":[0.02415916,0.0009106958,0.0003898404,0.004380843,0.01302741,0.009461009,0.00880117,0.00564908,0.0004945031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005728791,"about_ca_system_score_gemma":0.009087494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00541236,"about_ca_topic_score_gemma":0.007135438,"domain_scores_codex":[0.9762416,0.01814008,0.0005479361,0.0007801159,0.002136781,0.002153514],"domain_scores_gemma":[0.9604187,0.03036847,0.001651953,0.000621851,0.004048636,0.002890409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002467081,0.00004355614,0.003695867,0.0002158143,0.000006248909,0.001086421,0.9770085,0.0001484616,0.0009749099,0.007704997,0.0009910618,0.008099491],"study_design_scores_gemma":[0.000002618582,0.00003147938,0.0002968753,0.0001655655,0.000002965185,0.0002699436,0.9795535,0.0001275492,0.0002188552,0.001420872,0.01789618,0.00001360349],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397819,0.003303572,0.01273045,0.02640679,0.0002253117,0.0001305786,0.00006679511,0.00003862385,0.0173159],"genre_scores_gemma":[0.9877698,0.002604896,0.00229901,0.003513927,0.00005093571,0.0001090186,0.00002950706,0.00004041346,0.003582523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02577512,"threshold_uncertainty_score":0.1363135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03885713081018346,"score_gpt":0.3100196793875352,"score_spread":0.2711625485773517,"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."}}