{"id":"W4399893476","doi":"10.20944/preprints202406.1483.v1","title":"Perceptions of Supply Chain Sustainability and Its Influence on Consumer Buying Decisions","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Sustainability; Perception; Supply chain; Business; Marketing; Consumer behaviour; Advertising; Environmental economics; Economics; Psychology","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":[0.001177055,0.0002935166,0.0003833178,0.0004908275,0.0001856395,0.0001081881,0.0003524065,0.0002331738,0.001192798],"category_scores_gemma":[0.00115058,0.0003029227,0.0001177032,0.000238046,0.0001311668,0.0002033909,0.002895719,0.0007098198,0.001700141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439628,"about_ca_system_score_gemma":0.0002395378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002844757,"about_ca_topic_score_gemma":0.00002150452,"domain_scores_codex":[0.998001,0.00002483852,0.0006986659,0.0007716779,0.0002355872,0.000268259],"domain_scores_gemma":[0.9982884,0.0001155261,0.0003188585,0.0005640949,0.0006897413,0.00002337231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004163473,0.0001610586,0.8846918,0.001567409,0.0001488015,0.0000092864,0.001680471,0.001497937,0.0008222054,0.1055788,0.0002773775,0.003523161],"study_design_scores_gemma":[0.0002611873,0.000002745297,0.9396196,0.0004827959,0.00006437299,0.000001169987,0.001340135,0.001341214,0.0002625237,0.0469334,0.00926044,0.0004303989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843875,0.00005283076,0.0000181169,0.002412292,0.0005405699,0.0007676307,0.00001700376,0.0001323811,0.01167169],"genre_scores_gemma":[0.9970406,0.00006895404,0.00005340288,0.0008564976,0.000149835,0.0001478951,0.00004291799,0.00003231436,0.001607593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05864544,"threshold_uncertainty_score":0.9999423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06820261035221163,"score_gpt":0.3310717558378407,"score_spread":0.2628691454856291,"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."}}