{"id":"W2395270598","doi":"10.18461/ijfsd.v7i2.721","title":"Case Study Analysis for Sector Research and Teaching Support","year":2016,"lang":"en","type":"article","venue":"International journal on food system dynamics","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agribusiness; Business; Marketing; Engineering; Geography; Agriculture","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001839636,0.0001259126,0.0001913035,0.001176584,0.0003893563,0.0009915959,0.0002657688,0.00005051013,0.00002861519],"category_scores_gemma":[0.0001282763,0.0000841759,0.00008459832,0.0002971639,0.00002763312,0.0009371057,0.00009791955,0.0001914386,0.00001229219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002991254,"about_ca_system_score_gemma":0.00002968249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001863212,"about_ca_topic_score_gemma":0.0005330452,"domain_scores_codex":[0.9984826,0.00002927567,0.0004414673,0.0002282389,0.0006094415,0.0002089524],"domain_scores_gemma":[0.9978419,0.0001353247,0.000318152,0.0001322265,0.001555284,0.00001709834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003528208,0.0005070439,0.1709751,0.0001063145,0.002339103,0.001553103,0.0001407125,0.0002120442,0.00008754054,0.8077555,0.0007322116,0.01523843],"study_design_scores_gemma":[0.03505198,0.008469009,0.1648977,0.002502864,0.003183358,0.02284968,0.1794616,0.4873327,0.00003581246,0.03579032,0.05616822,0.004256776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755714,0.000003261882,0.01818039,0.001473625,0.001123531,0.0002860794,0.00002837293,0.00003806029,0.003295314],"genre_scores_gemma":[0.9978023,0.000001073835,0.00007540207,0.00009787791,0.001740097,0.00002214798,0.00001767028,0.00002044967,0.0002230361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7719652,"threshold_uncertainty_score":0.9561983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09376787596101058,"score_gpt":0.3411555770562699,"score_spread":0.2473877010952593,"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."}}