{"id":"W6943874344","doi":"10.17615/ynp1-0v69","title":"Navigating Inclusion Beyond the Binary: A Content Analysis of Transgender and Non-Binary Athlete Participation Policies","year":2025,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Sports, Gender, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transgender; Inclusion (mineral); Athletes; Ideology; Inclusion–exclusion principle; Content analysis; Normative","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":[0.03261992,0.0004002956,0.0006684389,0.008870378,0.003688796,0.006948604,0.001412968,0.001228941,0.002309731],"category_scores_gemma":[0.08923485,0.0003412541,0.0006356279,0.01021408,0.008239541,0.007085813,0.005886728,0.001963239,0.0003506227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01064956,"about_ca_system_score_gemma":0.01538496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006945712,"about_ca_topic_score_gemma":0.007451716,"domain_scores_codex":[0.9742643,0.0151014,0.002165084,0.001498062,0.005642075,0.001329115],"domain_scores_gemma":[0.8975267,0.07581513,0.009030558,0.003274038,0.01304588,0.00130756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001892699,0.0004110958,0.05862055,0.002452678,0.00007762036,0.0003055587,0.8191515,0.000375426,0.001741186,0.03415738,0.003688386,0.07882941],"study_design_scores_gemma":[0.00002539093,0.0001501243,0.07610536,0.002464094,0.00008758914,0.0001357365,0.875282,0.001712886,0.001421133,0.01037381,0.03217822,0.00006357235],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595348,0.0007786597,0.01272339,0.004508783,0.00009864575,0.002639508,0.001178854,0.00004158778,0.01849576],"genre_scores_gemma":[0.9618315,0.001140218,0.02648739,0.001247224,0.00006430126,0.005193818,0.001388871,0.0001209,0.002525693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03261992,"threshold_uncertainty_score":0.1725127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04950702833681036,"score_gpt":0.3283669922101307,"score_spread":0.2788599638733203,"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."}}