{"id":"W6902382442","doi":"10.6084/m9.figshare.23292632.v1","title":"Women and Teaching Profession","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commonwealth; Empowerment; Feminization (sociology); Variety (cybernetics); Equity (law); Gender equity; Feminism; Higher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00222881,0.0002717854,0.0003078261,0.001270008,0.01168159,0.007112544,0.0006040806,0.00188258,0.02219461],"category_scores_gemma":[0.003904076,0.0001313781,0.0001914777,0.001518619,0.01455587,0.003713316,0.004682822,0.002314642,0.002998503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005175844,"about_ca_system_score_gemma":0.005883804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01455693,"about_ca_topic_score_gemma":0.02203173,"domain_scores_codex":[0.9972327,0.001337341,0.00005714851,0.000190617,0.0004127879,0.0007693932],"domain_scores_gemma":[0.9968016,0.001211821,0.0003720147,0.0001326439,0.0003076396,0.001174204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004292828,0.0001305905,0.01225843,0.0002807355,0.000007656922,0.0006587914,0.216213,0.00006593159,0.0003414552,0.574374,0.08642156,0.1092049],"study_design_scores_gemma":[0.000008373197,0.00004646627,0.006775887,0.0006963246,0.000003503648,0.0004385397,0.1041516,0.00002864153,0.00007587974,0.0308468,0.8569152,0.00001277276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08254933,0.05703561,0.0008046012,0.1162995,0.003391118,0.00004690832,0.0001011678,0.00004768529,0.739724],"genre_scores_gemma":[0.7801511,0.02724431,0.0004589975,0.02333808,0.001549949,0.00006031979,0.00004529831,0.0000435598,0.1671084],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02219461,"threshold_uncertainty_score":0.07424831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2949396518439102,"score_gpt":0.4463770421497532,"score_spread":0.1514373903058429,"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."}}