{"id":"W4413859395","doi":"10.1080/21565503.2025.2548864","title":"Identifying LGBTQ2S+ candidates: comparing three approaches","year":2025,"lang":"en","type":"article","venue":"Politics Groups and Identities","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Political science; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07003924,0.000797216,0.001145532,0.01786762,0.003862354,0.00527765,0.003088335,0.002114209,0.007089997],"category_scores_gemma":[0.1583123,0.0006580533,0.001823998,0.01460106,0.003327904,0.005803008,0.008692386,0.001465132,0.001349209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005914202,"about_ca_system_score_gemma":0.01112126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03074607,"about_ca_topic_score_gemma":0.07773591,"domain_scores_codex":[0.9196035,0.06080231,0.004093067,0.002702337,0.01051371,0.00228497],"domain_scores_gemma":[0.8520919,0.0974811,0.01425198,0.009068273,0.02396809,0.003138625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002215678,0.0006604812,0.3623627,0.007681744,0.001632307,0.0002795188,0.06021463,0.002379557,0.001500794,0.06772285,0.01132105,0.4820287],"study_design_scores_gemma":[0.0007466077,0.002274893,0.55833,0.006220885,0.00203787,0.0008016326,0.2288205,0.01129297,0.005742924,0.0563917,0.1266712,0.0006687494],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6515374,0.02039779,0.1505965,0.02082938,0.0007319527,0.007649667,0.005628823,0.0005633369,0.1420651],"genre_scores_gemma":[0.8481706,0.005010323,0.1237704,0.003075415,0.0001826469,0.009019107,0.002885521,0.000115214,0.007770812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07003924,"threshold_uncertainty_score":0.3704073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109859820228396,"score_gpt":0.3335785430419219,"score_spread":0.2237187228135259,"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."}}