{"id":"W4394752958","doi":"10.5430/wjel.v14n4p264","title":"BTS Beyond Beats: Disclosing Semantics Through Lyric Analysis","year":2024,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Badan Riset dan Inovasi Nasional","keywords":"Lyrics; Aesthetics; Beauty; Sociology; Key (lock); Folklore; Literature; Psychology; Linguistics; Art; Computer science; Philosophy","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":[0.0006117058,0.0001147131,0.0003211011,0.0003118324,0.0002417073,0.0001907982,0.0002095677,0.00004767739,0.0002189415],"category_scores_gemma":[0.000797705,0.00008341284,0.0003458869,0.001917566,0.0001456613,0.0004671738,0.00003440959,0.0003085364,0.00000887624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009702027,"about_ca_system_score_gemma":0.0001041858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009562939,"about_ca_topic_score_gemma":0.002972594,"domain_scores_codex":[0.9986909,0.0001007233,0.0003121886,0.0001298366,0.0004937651,0.0002725757],"domain_scores_gemma":[0.9991878,0.0002025706,0.0001341848,0.0001024211,0.0002628599,0.0001101476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008714845,0.000051672,0.00282226,0.00003939285,0.001435372,0.0007154794,0.9409407,0.00002371706,0.00006085985,0.01275434,0.0319868,0.009160698],"study_design_scores_gemma":[0.0001566808,0.00002722961,0.0003920293,0.0001785285,0.001580603,0.000003894991,0.2691374,0.000006091529,0.0001458308,0.0007417921,0.7274528,0.0001770601],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09780034,0.09028662,0.001016498,0.006043464,0.007501612,0.0001903111,0.00002591968,0.0001769369,0.7969583],"genre_scores_gemma":[0.9853259,0.0008119192,0.001172129,0.0001926145,0.004742762,0.000001099276,0.000003349873,0.00001229219,0.007737929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8875256,"threshold_uncertainty_score":0.3401477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167121319286667,"score_gpt":0.3136634812148218,"score_spread":0.3019922680219551,"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."}}