{"id":"W4416002023","doi":"10.5465/amproc.2025.10445symposium","title":"Relational Business Models: Emerging Issues and Perspectives","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Stakeholder; Stakeholder engagement; Sustainability; Context (archaeology); Workforce; Social business; Business model; Corporate social responsibility","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":[],"consensus_categories":[],"category_scores_codex":[0.0002879273,0.0001665468,0.0001847146,0.0006894101,0.0001744888,0.0001814519,0.0002252155,0.00006713495,0.00006655159],"category_scores_gemma":[0.00007224458,0.0001738468,0.00003187485,0.001371616,0.0001003731,0.002499025,0.0004292381,0.0001158338,0.00001156702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003016971,"about_ca_system_score_gemma":0.000005409698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002581514,"about_ca_topic_score_gemma":6.339936e-7,"domain_scores_codex":[0.9988455,0.000001868187,0.0003170788,0.0003626471,0.0002958966,0.0001769864],"domain_scores_gemma":[0.9994319,0.00001843588,0.0002112937,0.00004865047,0.0002823346,0.000007390787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003649204,0.00004481538,0.007414729,0.0007068932,0.00008168557,3.068706e-7,0.0002033738,0.0002522436,0.00006500135,0.9629618,0.0236905,0.004542188],"study_design_scores_gemma":[0.001879723,0.000007584707,0.1751173,0.00101554,0.0003878342,0.000001008367,0.01385503,0.02607423,0.0001482404,0.3060417,0.474815,0.000656788],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.259857,0.004246243,0.008131331,0.08283965,0.0003499352,0.001374531,0.000003392433,0.0005670513,0.6426309],"genre_scores_gemma":[0.9920865,0.0005435299,0.001552704,0.001113591,0.0002589081,0.00005133721,0.000003172709,0.00001665992,0.004373545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7322295,"threshold_uncertainty_score":0.7089267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03267412432160323,"score_gpt":0.2662356171422277,"score_spread":0.2335614928206244,"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."}}