{"id":"W4409936636","doi":"10.1007/978-3-031-85118-6_6","title":"2SLGBTQI+ Representations Through Public Pedagogy: Critical Reflections from In-Service Education","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Pedagogy; Public service; Critical pedagogy; Sociology; Psychology; Political science; Public relations","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000171839,0.0001887705,0.0002552461,0.0002336682,0.0009728591,0.0001958117,0.000300864,0.0003524239,0.01050604],"category_scores_gemma":[0.0004008667,0.0001697887,0.0001184146,0.0002991332,0.0002920097,0.0004507649,0.0001281324,0.0003517324,0.0007656213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004238716,"about_ca_system_score_gemma":0.003417903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05493555,"about_ca_topic_score_gemma":0.1511731,"domain_scores_codex":[0.9984307,0.00005124719,0.0003697092,0.0004704429,0.0003922771,0.0002855951],"domain_scores_gemma":[0.9983627,0.0003799973,0.00009931192,0.000350218,0.0006947,0.0001130484],"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":[0.000001730883,0.00008655939,0.0001038926,0.0000105803,0.00003737512,5.009824e-7,0.007513761,1.83641e-7,2.762459e-7,0.8871212,0.1013089,0.003815059],"study_design_scores_gemma":[0.0000536058,0.000004472349,0.000231841,0.00007859837,0.00003717723,1.641386e-7,0.04204241,4.626699e-7,3.448257e-7,0.1493903,0.8080021,0.0001585528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001088701,0.000404145,0.0001477174,0.1050043,0.003489114,0.0002988108,0.00004564462,0.00009830671,0.8905011],"genre_scores_gemma":[0.001026044,0.001891742,0.00159524,0.003503486,0.001218368,0.00007971989,0.0001682569,0.00001627308,0.9905009],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7377309,"threshold_uncertainty_score":0.9903985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1644470429305288,"score_gpt":0.4872413022467326,"score_spread":0.3227942593162039,"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."}}