{"id":"W3133153603","doi":"10.3167/ghs.2021.140104","title":"“Speak with Girls, Not for Them”","year":2021,"lang":"en","type":"article","venue":"Girlhood Studies","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Action (physics); Gender studies; Youth culture; Work (physics); Sociology; Popular culture; Psychology; Media studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003397495,0.0001123201,0.0002314136,0.00001709981,0.000665075,0.00003464748,0.0001204858,0.00005023864,0.00004538207],"category_scores_gemma":[0.0004455668,0.00008636517,0.00006489317,0.0001673992,0.0002231182,0.00006807518,0.00005294244,0.00006687289,0.00004577133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004246793,"about_ca_system_score_gemma":0.000283746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004229114,"about_ca_topic_score_gemma":0.002067553,"domain_scores_codex":[0.9988956,0.0000596119,0.0001240355,0.000247755,0.0002975707,0.0003753608],"domain_scores_gemma":[0.9991661,0.0002407741,0.00004991487,0.0001546446,0.0003039089,0.00008463896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001136554,0.0002413162,0.01727684,0.0001979038,0.001015107,0.00007371126,0.775641,0.000004213176,0.0005475099,0.05605059,0.114814,0.03402417],"study_design_scores_gemma":[0.001023407,0.0001270239,0.004250576,0.0000456344,0.0001293664,0.0000045016,0.5448371,8.80089e-7,0.003048515,0.004003529,0.4422232,0.0003063244],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5073525,0.01500275,0.001165997,0.05112788,0.004811837,0.001612736,0.00009056901,0.0005340171,0.4183018],"genre_scores_gemma":[0.9790639,0.001722719,0.001699186,0.0008156339,0.0005976094,0.00009630807,0.000004718085,0.00001329288,0.01598661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4717115,"threshold_uncertainty_score":0.5115287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1815063378362571,"score_gpt":0.3834076289744834,"score_spread":0.2019012911382264,"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."}}