{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003381509,0.0005030989,0.0005695141,0.0004519738,0.0007918453,0.00006632238,0.0009989211,0.0009598859,0.00001213932],"category_scores_gemma":[0.0002127697,0.0004681378,0.0003435352,0.0004418385,0.0005073651,0.00003042917,0.0002324522,0.000679137,0.00002057389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003356138,"about_ca_system_score_gemma":0.0015447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418619,"about_ca_topic_score_gemma":0.003174145,"domain_scores_codex":[0.9971418,0.000235369,0.0005919941,0.000874394,0.0005797351,0.0005767585],"domain_scores_gemma":[0.9981323,0.000148827,0.0005649318,0.0006943853,0.0002820555,0.0001774481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009276983,0.002037185,0.04452648,0.001351829,0.004024908,0.001213702,0.005882626,0.003594257,0.7967264,0.05676543,0.001596044,0.07300416],"study_design_scores_gemma":[0.005128373,0.001443468,0.07150184,0.001282417,0.0007611863,0.0002615992,0.02634712,0.001051976,0.04422718,0.001395467,0.8440207,0.002578729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9058136,0.006062733,0.0004537319,0.00007028626,0.001938257,0.0004999759,0.0001236278,0.00005932677,0.08497848],"genre_scores_gemma":[0.9692372,0.0005108193,0.0001945479,0.00004292377,0.0004035392,0.000007769449,0.001024839,0.00004200558,0.02853634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8424246,"threshold_uncertainty_score":0.999777,"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."}}