{"id":"W7033772052","doi":"","title":"THE ROLE OF CODE SWITCHING PHENOMENA IN A YOUTUBE VLOG
\\nBY SACHA STEVENSON
\\n","year":2019,"lang":"en","type":"dissertation","venue":"UNDIP Institutional Repository (UNDIP-IR) (Diponegoro University)","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code-switching; Upload; Code (set theory); Channel (broadcasting); Function (biology); Social media","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003063762,0.0002013525,0.0001557817,0.002389036,0.004514183,0.004355377,0.0008672948,0.0008397483,0.002869188],"category_scores_gemma":[0.01883858,0.0002213588,0.0002311101,0.001838138,0.007717274,0.005535136,0.003375279,0.001602741,0.0002836212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004305357,"about_ca_system_score_gemma":0.001988065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04088925,"about_ca_topic_score_gemma":0.0342609,"domain_scores_codex":[0.9958974,0.002126543,0.0001289191,0.0004504556,0.001032681,0.0003640722],"domain_scores_gemma":[0.9872231,0.007494227,0.00211872,0.0006887995,0.00157147,0.0009036901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00019662,0.0001223833,0.07617374,0.0002054137,0.00002747364,0.002138968,0.7677682,0.0002340972,0.00699885,0.07088916,0.008976015,0.06626899],"study_design_scores_gemma":[0.00002898611,0.000178139,0.1935468,0.0005477311,0.00002888114,0.001031716,0.7062275,0.003896309,0.003839098,0.01563511,0.07491108,0.0001287284],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9020234,0.0005104168,0.004154016,0.003687708,0.0001043312,0.000154306,0.000197449,0.0001145966,0.08905389],"genre_scores_gemma":[0.9955901,0.0001691147,0.0008735232,0.0002500317,0.00001772538,0.00004836142,0.000106272,0.0000485097,0.002896343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04088925,"threshold_uncertainty_score":0.08130252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006714281022849123,"score_gpt":0.2115556686576535,"score_spread":0.2048413876348044,"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."}}