{"id":"W2953551505","doi":"10.1080/00918369.2019.1627129","title":"Beyond the Superordinate Categories of “Gay Men” and “Lesbian Women”: Identification of Gay and Lesbian Subgroups","year":2019,"lang":"en","type":"article","venue":"Journal of Homosexuality","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Lesbian; Psychology; Homosexuality; Superordinate goals; Gender studies; Social psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003088892,0.0001591934,0.0005146959,0.0001706769,0.0001357838,0.00005897889,0.0002971938,0.0001405326,0.0001850933],"category_scores_gemma":[0.0001067212,0.0001159583,0.00007448533,0.0002148959,0.0003923388,0.0003141817,0.00006725429,0.0003365198,0.00001225968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006479126,"about_ca_system_score_gemma":0.0001086901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002158408,"about_ca_topic_score_gemma":0.0003189083,"domain_scores_codex":[0.9975014,0.0005337672,0.001110489,0.0002050928,0.00034514,0.0003041115],"domain_scores_gemma":[0.9977566,0.0002559549,0.001071668,0.0004581537,0.0003036856,0.0001539281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004096093,0.0004587632,0.8864437,0.001479951,0.0003061394,0.000009856275,0.06541139,0.000001707799,0.01140898,0.02197713,0.003967987,0.008124734],"study_design_scores_gemma":[0.001201735,0.0005160355,0.9647814,0.00001377059,0.00009364999,0.0001232671,0.01667535,0.000003816353,0.0005512254,0.01479797,0.001102712,0.000139067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912288,0.001843184,0.00002372431,0.00200502,0.0008050386,0.0002143837,0.00005592702,0.000005895284,0.003818074],"genre_scores_gemma":[0.9957457,0.0004405083,0.00001895571,0.0001184053,0.0002007068,0.000003712147,0.000003644976,0.00001623334,0.003452155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07833765,"threshold_uncertainty_score":0.4728643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927954805987873,"score_gpt":0.3520467962750989,"score_spread":0.3227672482152201,"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."}}