{"id":"W4409794811","doi":"10.61091/jcmcc127b-520","title":"Research on the Optimization Method of E-commerce Teaching Interaction Strategies Based on Reinforcement Learning Algorithms","year":2025,"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":"National Natural Science Foundation of China","keywords":"Reinforcement learning; Computer science; Optimization algorithm; Artificial intelligence; Reinforcement; Machine learning; Algorithm; Mathematical optimization; Psychology; Mathematics; Social psychology","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":[0.005711557,0.0001946686,0.0004185298,0.0009740453,0.0007802442,0.0003972254,0.0004315472,0.0001466079,0.00001300849],"category_scores_gemma":[0.001354547,0.0001466453,0.0001098301,0.0009053819,0.0001178835,0.0003806707,0.0002087728,0.001496237,0.000002075076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008186427,"about_ca_system_score_gemma":0.00009116931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005838712,"about_ca_topic_score_gemma":4.430463e-7,"domain_scores_codex":[0.9978868,0.0001650996,0.0009140964,0.0001639529,0.0006335142,0.0002365402],"domain_scores_gemma":[0.9954416,0.002256118,0.001074016,0.0002445252,0.000971015,0.0000127541],"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":[0.00007869578,0.000314378,0.00005709922,0.0001338843,0.00005947919,0.000001698157,0.0001074963,0.07556299,0.00008758381,0.9206833,0.0004573043,0.002456079],"study_design_scores_gemma":[0.001991029,0.0004498605,0.00005476918,0.00123304,0.00008441751,0.00000304038,0.007402169,0.682958,0.0004392179,0.3035403,0.001688489,0.0001556066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.226113,0.00003909117,0.6550069,0.009897174,0.01306591,0.000941411,4.420642e-7,0.0001338893,0.0948021],"genre_scores_gemma":[0.9948208,0.000004160471,0.004258731,0.0001991713,0.000678133,0.000004353839,0.000002675951,0.00001858916,0.00001335481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7687078,"threshold_uncertainty_score":0.6500489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03888483595699131,"score_gpt":0.3468102913581388,"score_spread":0.3079254554011475,"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."}}