{"id":"W4415074917","doi":"10.1080/15299716.2025.2566033","title":"To Bi: An Exploration of Sexual and Romantic Identities, Attractions, and Behaviors","year":2025,"lang":"en","type":"article","venue":"Journal of Bisexuality","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Romance; Sexual behavior; Lesbian; Sexual attraction; Heteronormativity","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":[0.0007842328,0.00008906748,0.0002488892,0.0003618828,0.0001228085,0.00005607083,0.0001016262,0.0000925288,0.00005906066],"category_scores_gemma":[0.00007902415,0.00008630291,0.00002252926,0.0002009289,0.00008185501,0.0007614536,0.00003407123,0.0001831117,0.000004329711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003950332,"about_ca_system_score_gemma":0.00009203231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002657638,"about_ca_topic_score_gemma":0.0006700367,"domain_scores_codex":[0.9987122,0.0002420622,0.0005890146,0.0001438556,0.0001709493,0.000141934],"domain_scores_gemma":[0.9991143,0.0000731805,0.0003086764,0.0001957474,0.0001541531,0.0001539766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00039116,0.001147921,0.9175959,0.001208851,0.0001729821,0.00003671375,0.009139254,0.000006142372,0.005005725,0.01159491,0.01819061,0.0355099],"study_design_scores_gemma":[0.0005713823,0.0006457911,0.9909181,0.00001730017,0.0001975984,0.00006444914,0.002961411,0.000001562784,0.00003874633,0.0035739,0.0009220927,0.00008766573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953694,0.0006703878,0.0005163456,0.00160373,0.001005282,0.0001185278,0.00002046621,0.000008902282,0.0006869448],"genre_scores_gemma":[0.9968777,0.0001696337,0.0001476879,0.0002357022,0.0002010345,0.000002668862,0.00000321203,0.000007344258,0.002354988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07332226,"threshold_uncertainty_score":0.4017572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1225243640183461,"score_gpt":0.4655443031732173,"score_spread":0.3430199391548712,"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."}}