{"id":"W4244363332","doi":"10.1177/0092055x0803600107","title":"Teaching Transgender","year":2008,"lang":"en","type":"article","venue":"Teaching Sociology","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Transgender; Syllabus; Sociology; Gender studies; Pedagogy; Media studies","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01448387,0.000210712,0.000379148,0.00013345,0.007958947,0.00002622474,0.0009519148,0.0003942718,0.0002687007],"category_scores_gemma":[0.005789837,0.0001995153,0.0001637693,0.0001613775,0.004987435,0.0003494764,0.000099782,0.001943288,0.000090061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003450669,"about_ca_system_score_gemma":0.0003476426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007006762,"about_ca_topic_score_gemma":0.0001859193,"domain_scores_codex":[0.98909,0.00862497,0.0003696082,0.0004873436,0.0005007995,0.000927249],"domain_scores_gemma":[0.9971663,0.00218767,0.000183416,0.0002629771,0.00007208079,0.0001275975],"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":[0.000005982868,0.00004445366,0.009330737,0.000002405483,0.00002113676,0.00001159522,0.374048,0.00000406732,0.0005331193,0.6015428,0.003256098,0.01119963],"study_design_scores_gemma":[0.0005920122,0.0001888368,0.02139318,0.00001758953,0.00002833606,0.00003450464,0.1155931,0.00002704468,0.00005610014,0.2331149,0.6280115,0.0009428811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5945273,0.000112613,0.01944824,0.006955011,0.00132622,0.0001942888,0.000002428795,0.0006870493,0.3767468],"genre_scores_gemma":[0.9555324,0.00003767615,0.03559527,0.001940105,0.001227188,0.00001977561,0.000003974571,0.00002139123,0.005622168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6247554,"threshold_uncertainty_score":0.9996057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2344608838201789,"score_gpt":0.455556942397823,"score_spread":0.2210960585776441,"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."}}