{"id":"W4406025278","doi":"10.1080/15405702.2024.2447001","title":"“This one's for the sapphics”: Mamamoo, “Girl Crush,” and Transcultural Networks Through Queer Fan Labor","year":2025,"lang":"en","type":"article","venue":"Popular Communication","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Queer; Girl; Fandom; Gender studies; Sociology; Art; Advertising; Media studies; Psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009057364,0.0003242336,0.0001206708,0.0005487553,0.007173105,0.003154897,0.0003639643,0.0004654592,0.006230562],"category_scores_gemma":[0.001721471,0.0001273615,0.0001224723,0.0004195327,0.007937266,0.002856086,0.002916073,0.001236346,0.0003454526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009508953,"about_ca_system_score_gemma":0.0008660033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004553373,"about_ca_topic_score_gemma":0.01123964,"domain_scores_codex":[0.9996065,0.0002464888,0.000005170529,0.00003803018,0.00003372091,0.0000701317],"domain_scores_gemma":[0.9994721,0.0002260246,0.00008526724,0.00005004048,0.00003934433,0.0001272183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007256744,0.00002797561,0.009551163,0.00007536161,0.000007232504,0.001056808,0.918354,0.00004498602,0.002274077,0.04930533,0.003321591,0.01590896],"study_design_scores_gemma":[0.00000572979,0.00004223321,0.007341623,0.0001084355,0.0000117412,0.0005592399,0.903961,0.0001672183,0.0009317555,0.004346342,0.08251121,0.00001349152],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819045,0.0004276485,0.00194029,0.004693939,0.0001587075,0.00002623913,0.00004655774,0.0000435695,0.1107584],"genre_scores_gemma":[0.9885955,0.0001866812,0.0002371748,0.0002842807,0.00003166769,0.00001200673,0.00001197092,0.00002171444,0.01061898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007173105,"threshold_uncertainty_score":0.02084333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03770861150308189,"score_gpt":0.3408687684559849,"score_spread":0.303160156952903,"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."}}