{"id":"W4406383261","doi":"10.1080/14680777.2024.2447818","title":"Epistemologies of ignorance in constructions of fairness and biology: the online swimming community responds to Lia Thomas’ inclusion in women’s swimming events","year":2025,"lang":"en","type":"article","venue":"Feminist Media Studies","topic":"Sports, Gender, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University Health Centre; University of Guelph","funders":"","keywords":"Ignorance; Inclusion (mineral); Sociology; Psychology; Gender studies; Epistemology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.002932145,0.0001079265,0.0004273782,0.0001487498,0.0008974926,0.000005506655,0.0003314595,0.0001030142,0.00000203109],"category_scores_gemma":[0.002947005,0.00008443792,0.0000382705,0.000785089,0.001448722,0.00004139811,0.001113525,0.0002475555,9.811282e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002064638,"about_ca_system_score_gemma":0.0001921308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002495916,"about_ca_topic_score_gemma":0.02115727,"domain_scores_codex":[0.9984429,0.0005597997,0.0004351146,0.0001558572,0.0001586589,0.0002476588],"domain_scores_gemma":[0.9974578,0.002044633,0.0001570897,0.0001993765,0.0001113416,0.00002973907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004862169,0.00008555024,0.3557148,0.00006433026,0.00002970455,8.072727e-7,0.6371223,0.000002672441,0.0001344603,0.003836779,0.00004541376,0.002914544],"study_design_scores_gemma":[0.000259045,0.00003316517,0.2158535,0.0002317661,0.000007591879,2.310513e-7,0.7735106,0.000001336385,0.00008732213,0.008946631,0.001008018,0.0000608525],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993875,0.00241591,0.000008356499,0.001834095,0.000497504,0.0002337389,0.00003249143,0.00001445399,0.001088501],"genre_scores_gemma":[0.9976538,0.001702903,0.000249791,0.0001648046,0.00002747766,0.0000505274,0.000002779367,0.000003335782,0.0001445997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1398613,"threshold_uncertainty_score":0.996704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07901676338756206,"score_gpt":0.3990960838225474,"score_spread":0.3200793204349853,"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."}}