{"id":"W4403944530","doi":"10.18280/ijsse.140509","title":"Prospective Variable Design for Agribusiness Success: Sustainability and Food Security Prospects in the Coastal Areas of East Java","year":2024,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Agricultural Development and Management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Agribusiness; Java; Sustainability; Food security; Variable (mathematics); Business; Environmental resource management; Geography; Environmental science; Computer science; Ecology; Agriculture; Mathematics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006075301,0.00009153468,0.0001375255,0.00002879499,0.00003910765,0.00009364959,0.0001626607,0.00003665677,0.000006159536],"category_scores_gemma":[0.0001091041,0.00003468623,0.00004061953,0.0001775044,0.00002704755,0.0002857507,0.00006224728,0.0001204137,4.809861e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004406031,"about_ca_system_score_gemma":0.00001737705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003256878,"about_ca_topic_score_gemma":0.00008924169,"domain_scores_codex":[0.9992894,0.00002123278,0.0002607935,0.0001136635,0.0002063648,0.0001085444],"domain_scores_gemma":[0.9993714,0.0002165358,0.00007108178,0.00001445831,0.0002977956,0.00002873594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.003688967,0.001553645,0.1152406,0.003039078,0.002007823,0.0002683607,0.04271845,0.01162587,0.01227884,0.7613767,0.000930329,0.04527132],"study_design_scores_gemma":[0.0009573267,0.0008131139,0.913667,0.0006220032,0.00005946219,0.0002068919,0.004469401,0.01041966,0.000543502,0.05860486,0.00928898,0.0003477504],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931297,0.0006609763,0.002742607,0.002628761,0.0002571496,0.0004506725,0.00005026292,0.00001228956,0.00006753621],"genre_scores_gemma":[0.9994574,0.000159951,0.000192454,0.0000140568,0.0001487844,0.000008807415,0.00001032798,7.306256e-7,0.000007460334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7984264,"threshold_uncertainty_score":0.1414464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006931877200969117,"score_gpt":0.1990904067761611,"score_spread":0.192158529575192,"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."}}