{"id":"W1848867060","doi":"10.3968/j.ccc.1923670020130901.1897","title":"Presumption of Prefabricated Memes and Controllable Exploration of Meme Variations in the ESL Writing Teaching","year":2013,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Imitation; Variation (astronomy); Computer science; Presumption; Context (archaeology); Construct (python library); Linguistics; Mathematics education; Psychology; History; Programming language","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":[0.0008633559,0.00008710473,0.0001414727,0.00006880626,0.0002337253,0.0005060246,0.001133149,0.00004667042,0.000007690232],"category_scores_gemma":[0.0003249682,0.00006221249,0.00003373863,0.0002697328,0.0001547673,0.004480171,0.0002892952,0.000176345,0.000004418987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002271551,"about_ca_system_score_gemma":0.00001512532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005591878,"about_ca_topic_score_gemma":0.00005329027,"domain_scores_codex":[0.9987096,0.0004082309,0.0004693275,0.0001285299,0.0001770289,0.0001072446],"domain_scores_gemma":[0.9979294,0.0003872484,0.0003375332,0.0009863264,0.0003387616,0.00002071014],"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":[0.00001850406,0.000378226,0.00616297,0.00008720859,0.00003862483,1.408452e-7,0.04020443,0.0004768604,0.05499635,0.8299574,0.000269673,0.06740962],"study_design_scores_gemma":[0.004617894,0.0003581135,0.6019915,0.000580712,0.00005858511,0.00002071256,0.01897481,0.271515,0.01632875,0.07494514,0.009683924,0.0009248071],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540876,0.001173831,0.008799264,0.003785123,0.00001739979,0.0007946278,0.000005130887,0.00009338982,0.03124366],"genre_scores_gemma":[0.9922007,0.0001056615,0.007379198,0.00009058297,0.000003951636,0.00008543838,0.00005441383,0.00000390173,0.00007609082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7550123,"threshold_uncertainty_score":0.4879607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03795194624372741,"score_gpt":0.3242675663347619,"score_spread":0.2863156200910345,"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."}}