{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008472355,0.0008857158,0.0006705023,0.0009497884,0.02184489,0.0103249,0.001573675,0.003117383,0.01515588],"category_scores_gemma":[0.01739566,0.0005371809,0.0005757542,0.0009208496,0.01880022,0.00742959,0.008800084,0.01039055,0.005330562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004003279,"about_ca_system_score_gemma":0.005569545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02114062,"about_ca_topic_score_gemma":0.04238086,"domain_scores_codex":[0.9899344,0.006479894,0.0002332209,0.000968264,0.001305633,0.001078611],"domain_scores_gemma":[0.9883739,0.004826417,0.001350946,0.0009858033,0.001514469,0.002948407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000443119,0.0001261636,0.0110883,0.000277861,0.00003174046,0.001095119,0.9035327,0.00004891687,0.002672523,0.02172516,0.02621169,0.0331456],"study_design_scores_gemma":[0.000007637285,0.00006791062,0.00279877,0.0003987229,0.00001559769,0.001077975,0.6092685,0.00004780661,0.001341263,0.002420416,0.382514,0.00004148293],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4764845,0.01066352,0.02516314,0.1889377,0.01143109,0.000706284,0.000523092,0.0005680392,0.2855226],"genre_scores_gemma":[0.8309432,0.004290377,0.007439175,0.05161164,0.001043601,0.0005265523,0.0001679441,0.0007453762,0.1032322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02184489,"threshold_uncertainty_score":0.0507015,"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."}}