{"id":"W7038850035","doi":"","title":"Knowledge Brokering for AI Outsourcing Governance: An Agency and Relational Contract Theory Perspective","year":2025,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Phytoplasmas and Hemiptera pathogens","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outsourcing; Agency (philosophy); Perspective (graphical); Corporate governance; Knowledge process outsourcing; Service provider; Relational view; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01208691,0.000350663,0.0004277829,0.001979471,0.004856768,0.01085821,0.001583093,0.003674654,0.005077637],"category_scores_gemma":[0.01716134,0.0004556745,0.0006646313,0.0021794,0.01928655,0.0122886,0.005625227,0.002518724,0.000464023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006424305,"about_ca_system_score_gemma":0.01334965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006443018,"about_ca_topic_score_gemma":0.003463847,"domain_scores_codex":[0.9891741,0.00724699,0.0004089788,0.0007700584,0.001232647,0.001167304],"domain_scores_gemma":[0.9850048,0.008094193,0.002544974,0.001637285,0.001229663,0.001489161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006873845,0.00002621917,0.000968929,0.00003514517,0.000007515221,0.0001388446,0.00401568,0.001175937,0.0000843873,0.988559,0.0004799402,0.004501624],"study_design_scores_gemma":[0.00002942571,0.0000476172,0.001127781,0.0001716633,0.00001669305,0.0002691931,0.01127354,0.01232034,0.0002446377,0.9456718,0.02879781,0.00002952869],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1556064,0.003501256,0.4344159,0.07156605,0.0002472548,0.0004319045,0.00008979339,0.0001321561,0.3340092],"genre_scores_gemma":[0.9817461,0.0007154171,0.01401858,0.0004134424,0.00006617217,0.000118253,0.00001533432,0.00001440796,0.002892405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01208691,"threshold_uncertainty_score":0.06392246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388518035643041,"score_gpt":0.2543744527393758,"score_spread":0.2404892723829453,"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."}}