{"id":"W1563783491","doi":"","title":"Analysis of Utilitarian Learning Pattern under the Background of Network Language among Teenagers","year":2014,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Digital Communication and Language","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Context (archaeology); Language acquisition; Psychology; Language development; Developmental psychology; Mathematics education; Computer science; World Wide Web; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006752811,0.0001144677,0.0001348816,0.001438166,0.000561982,0.001127934,0.000253209,0.0002281533,0.001505198],"category_scores_gemma":[0.003333187,0.00008530273,0.0001599935,0.0009160846,0.000642013,0.001024112,0.0007938089,0.0003965848,0.0001803988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003598901,"about_ca_system_score_gemma":0.0003342346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002639875,"about_ca_topic_score_gemma":0.004593929,"domain_scores_codex":[0.9994735,0.0001673645,0.0000580113,0.00007527517,0.0001166185,0.0001091752],"domain_scores_gemma":[0.9974349,0.000889704,0.0007213248,0.0001015216,0.0005042175,0.0003483462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000046148,0.00005576771,0.9094334,0.0000439217,0.00001254854,0.0003842003,0.07246573,0.00004856999,0.0008805182,0.001045781,0.0002056629,0.01537789],"study_design_scores_gemma":[0.000002770272,0.00009352608,0.8458941,0.0000433429,0.00001808972,0.0005819421,0.1488744,0.0005314357,0.0005331703,0.0006017615,0.002812001,0.00001358928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987301,0.00003845922,0.0001016167,0.00004221237,0.000001504205,0.000003635633,0.00002031583,0.000001221164,0.001060891],"genre_scores_gemma":[0.9994235,0.00005063758,0.00006372709,0.000008333179,0.000002222354,0.000005656548,0.00002942214,0.000001300302,0.0004152216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002639875,"threshold_uncertainty_score":0.005249023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007231084361282,"score_gpt":0.3081981051184542,"score_spread":0.2881257942748414,"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."}}