{"id":"W4248177483","doi":"10.32920/ryerson.14657103.v1","title":"Trans Forming Education: An examination of the ways in which Teachers' construct gender and understand gender independence in TDSB elementary school classrooms","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Education and Early Childhood Development","funders":"","keywords":"Inclusion (mineral); Transgender; Construct (python library); Psychology; Queer; Lesbian; Independence (probability theory); Queer theory; Gender studies; Developmental psychology; Pedagogy; Social psychology; Sociology","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":[0.004412386,0.0003291584,0.000423843,0.001883801,0.005822424,0.004199499,0.0007723615,0.0006245712,0.001696611],"category_scores_gemma":[0.005929093,0.0004712119,0.0003357035,0.001060695,0.004488986,0.003112466,0.006296375,0.002114931,0.000207583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002570736,"about_ca_system_score_gemma":0.00475125,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02790626,"about_ca_topic_score_gemma":0.077579,"domain_scores_codex":[0.9967685,0.001599659,0.0001934293,0.0002587801,0.0006549731,0.0005246379],"domain_scores_gemma":[0.9966356,0.001410851,0.0005623721,0.0002116134,0.0006148012,0.0005647861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009903702,0.00006820117,0.01914825,0.00005529054,0.000002377387,0.0002133701,0.9689266,0.00001266528,0.001145759,0.0009788208,0.0001199404,0.009318762],"study_design_scores_gemma":[0.000002259954,0.0000449776,0.02447207,0.00009995928,0.000005882305,0.0002266726,0.9679531,0.00004697511,0.0003755266,0.000292024,0.006472221,0.000008208617],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900354,0.0003619996,0.0009769698,0.0003997535,0.00001190875,0.00002116455,0.00001148655,0.000008510931,0.008172872],"genre_scores_gemma":[0.9958848,0.000476458,0.0008386761,0.00009954307,0.000002895127,0.00002969851,0.00001740104,0.000009593395,0.00264095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9720938,"threshold_uncertainty_score":0.05548769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06123253291876851,"score_gpt":0.3154477011889119,"score_spread":0.2542151682701433,"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."}}