{"id":"W4246397485","doi":"10.32920/14663535.v1","title":"Understanding Value Chain Participant Contribution to the Competitiveness of Sustainable Firms","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Ontario Tech University","funders":"","keywords":"Competitor analysis; Sustainability; Profitability index; Business; Value chain; Sustainable business; Competitive advantage; Value (mathematics); Industrial organization; Corporate social responsibility; Sustainable Value; Marketing; Sample (material); Supply chain; Finance; Public relations","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":[0.009256413,0.0003411189,0.0002975477,0.002562611,0.001895114,0.00667672,0.0008378093,0.00140012,0.004396534],"category_scores_gemma":[0.02469181,0.0002493333,0.0003182213,0.001873229,0.004065807,0.006951612,0.003473104,0.0009353929,0.0002259916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002520139,"about_ca_system_score_gemma":0.003517203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006321819,"about_ca_topic_score_gemma":0.005951393,"domain_scores_codex":[0.9956744,0.002675402,0.0001402437,0.0003564197,0.000700212,0.0004532482],"domain_scores_gemma":[0.9779713,0.01571691,0.003021381,0.0004631943,0.001894808,0.0009324121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002177716,0.0003405025,0.3920786,0.0003908246,0.00008550571,0.0008315266,0.4571531,0.001326054,0.002459039,0.09339274,0.0004875889,0.05123675],"study_design_scores_gemma":[0.00002929646,0.0002399356,0.222586,0.0004581187,0.0001175178,0.0004040666,0.6951123,0.00587791,0.001611572,0.06016088,0.01332439,0.00007800947],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835897,0.0001055124,0.001910552,0.000667404,0.000007217672,0.00003742432,0.00002372079,0.000003007872,0.01365533],"genre_scores_gemma":[0.9987423,0.0001118696,0.0006227158,0.00003662262,0.000003918266,0.00001979912,0.00002473612,0.000003044805,0.0004350984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009256413,"threshold_uncertainty_score":0.04895318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06923974323706289,"score_gpt":0.2614333960002806,"score_spread":0.1921936527632177,"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."}}