{"id":"W4384037099","doi":"10.26522/brocked.v32i2.976","title":"Early childhood educators reflect on their conversations with parents about children’s diverse gender expression","year":2023,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Girl; Psychology; Developmental psychology; Expression (computer science); Diversity (politics); Early childhood; Gender studies; Early childhood education; Transgender; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002578401,0.0002578987,0.0002645179,0.0006126043,0.00428507,0.002360232,0.000358251,0.0007305771,0.002512314],"category_scores_gemma":[0.006105115,0.0002362937,0.0001232253,0.0004368343,0.002519634,0.001281018,0.001948288,0.001385075,0.0002992715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00194671,"about_ca_system_score_gemma":0.002341721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02310619,"about_ca_topic_score_gemma":0.08724416,"domain_scores_codex":[0.9983608,0.001015049,0.00005177451,0.0001046739,0.0001898841,0.0002778155],"domain_scores_gemma":[0.9953122,0.003025154,0.0005527437,0.0001812196,0.0004510278,0.0004775571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002235546,0.00003665035,0.02547533,0.00005284182,0.000003887602,0.001310472,0.9564944,0.00002339041,0.001083612,0.001139049,0.001032653,0.01332533],"study_design_scores_gemma":[0.000002182327,0.00003668341,0.009917664,0.0001105157,0.000005562913,0.0005422268,0.9699039,0.0000166224,0.0006731638,0.0001645071,0.01861784,0.000009058124],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801426,0.0005768599,0.000752805,0.00104058,0.00004721487,0.00002853716,0.00005226559,0.00001607915,0.01734309],"genre_scores_gemma":[0.9928486,0.0007339634,0.0007213719,0.0004825626,0.000007412891,0.00002638767,0.00002747911,0.00001125645,0.005140775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02310619,"threshold_uncertainty_score":0.04594338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03049650060321825,"score_gpt":0.3101832792382241,"score_spread":0.2796867786350059,"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."}}