{"id":"W4402012429","doi":"10.1002/aet2.11017","title":"Mean girls","year":2024,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001935733,0.00002672303,0.00003368406,0.00003522883,0.0002781961,0.0001572695,0.00002751227,0.00001513947,0.00003986862],"category_scores_gemma":[0.00002522666,0.00002590087,0.00001464463,0.00009450399,0.00002439432,0.0001019171,0.000006974321,0.00003346975,0.0000346201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001332525,"about_ca_system_score_gemma":0.0001815646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005957377,"about_ca_topic_score_gemma":0.0009849425,"domain_scores_codex":[0.9996982,0.00001832883,0.00004423653,0.0000841185,0.00007068668,0.00008442345],"domain_scores_gemma":[0.9998965,0.00001466535,0.000006312115,0.00002548166,0.0000182936,0.00003878553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[2.282812e-7,0.00001298552,0.001435589,0.0000139352,0.00001433788,3.703638e-7,0.3620747,1.367698e-7,0.000008528141,0.1849083,0.02736301,0.4241679],"study_design_scores_gemma":[0.00002281254,0.000004977965,0.01230925,0.0000230196,0.00001063432,0.000001177866,0.3255397,0.00001113381,0.000002892991,0.00796115,0.6540589,0.00005428389],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5351801,0.009399868,0.0001051073,0.05705006,0.003178213,0.0001238282,0.00000137806,0.0001801273,0.3947814],"genre_scores_gemma":[0.9902927,0.0003482199,0.0001361005,0.0002341692,0.0003031917,0.000005746423,0.000001051088,0.000002711032,0.008676074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6266959,"threshold_uncertainty_score":0.2139688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07454336773599399,"score_gpt":0.3766669487111938,"score_spread":0.3021235809751999,"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."}}