{"id":"W2159182731","doi":"10.1590/s0103-20032012000400005","title":"The role of empirical research in the study of complex forms of governance in agroindustrial systems","year":2012,"lang":"en","type":"article","venue":"Revista de Economia e Sociologia Rural","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada; U.S. Department of Agriculture","keywords":"Agribusiness; Corporate governance; Industrial organization; Transactional leadership; Agriculture; Empirical research; Supply chain; Agrochemical; Business; Economics; Economic system; Marketing; Management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0059803,0.0001088569,0.0004213774,0.0000557444,0.0001204534,0.00007528833,0.0005361006,0.0001256476,0.000007399613],"category_scores_gemma":[0.0007264854,0.00006546143,0.0001024437,0.0003388544,0.0003627084,0.0003271383,0.0001372826,0.0003432909,0.000002923342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002963169,"about_ca_system_score_gemma":0.00007613133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005510303,"about_ca_topic_score_gemma":0.000199253,"domain_scores_codex":[0.9981909,0.0003914875,0.0006493749,0.0001116897,0.0001812186,0.0004753378],"domain_scores_gemma":[0.9985253,0.0006873112,0.0004080446,0.0002660537,0.0001014297,0.0000119023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009419926,0.0003086487,0.937305,0.0001013853,0.00002019855,4.481004e-7,0.002868683,0.00004697614,0.00001004775,0.0584715,0.0003218784,0.0004510498],"study_design_scores_gemma":[0.0006341005,0.00006382455,0.7690918,0.00002954307,0.00001211847,2.847298e-7,0.2254746,0.0001789993,0.000001004328,0.003185121,0.001263115,0.0000654852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953095,0.0008289307,2.093369e-7,0.0003298433,0.00007595179,0.0009032477,0.000007518917,0.000004976043,0.002539824],"genre_scores_gemma":[0.9995406,0.00003398119,9.186404e-7,0.00002396889,0.0003590069,0.00002604846,0.0000038606,0.00000636307,0.000005203121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2226059,"threshold_uncertainty_score":0.8329967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1185336644693508,"score_gpt":0.3730701900835282,"score_spread":0.2545365256141773,"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."}}