{"id":"W4406203437","doi":"10.61091/jcmcc123-04","title":"Analysis of Agricultural Marketing Data Flow and Optimisation Methods in Cross-Border E-Commerce Platforms","year":2024,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Education Department of Jiangxi Province","keywords":"E-commerce; Agriculture; Business; Marketing; Flow (mathematics); Computer science; Geography; Mathematics; World Wide Web","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":[0.004605555,0.0002231765,0.0007516361,0.001085036,0.000167477,0.0005061332,0.0004120115,0.0001844744,0.00001965941],"category_scores_gemma":[0.001100347,0.0001779358,0.0001153275,0.002160267,0.0001380308,0.00114348,0.0006055031,0.0005127623,7.546328e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003667234,"about_ca_system_score_gemma":0.00003792713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005963826,"about_ca_topic_score_gemma":0.000006628728,"domain_scores_codex":[0.9978825,0.0000318295,0.001262562,0.0002563166,0.0003378355,0.0002289737],"domain_scores_gemma":[0.9977283,0.0008834591,0.0006420683,0.0002873393,0.000437656,0.00002113396],"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":[0.00008079191,0.000407162,0.01405856,0.001066308,0.001223105,0.00001661141,0.0006395634,0.00119729,0.000769284,0.9522626,0.0001862889,0.02809242],"study_design_scores_gemma":[0.003712915,0.0001253782,0.05295869,0.001335361,0.002301043,0.000061281,0.002330589,0.7378739,0.0001398775,0.1969368,0.001538997,0.0006852521],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885284,0.0004466104,0.006060334,0.0003366973,0.003675631,0.0001553042,0.000004012375,0.00004523235,0.0007477422],"genre_scores_gemma":[0.9785829,0.00003511086,0.02059089,0.00003489359,0.0007047635,0.000001194883,0.00002405562,0.00002052396,0.000005700664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7553259,"threshold_uncertainty_score":0.7256012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0280227469400367,"score_gpt":0.3549049474295358,"score_spread":0.3268822004894991,"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."}}