{"id":"W4410098086","doi":"10.1177/3033371251331903","title":"Sexual Identities: The State of the Field and Future Directions","year":2025,"lang":"en","type":"article","venue":"Sex & Sexualities","topic":"Marriage and Sexual Relationships","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Field (mathematics); State (computer science); Sociology; Political science; Computer science; Mathematics; Pure mathematics","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":[0.0006459615,0.00007405711,0.0001051505,0.00004541523,0.001121383,0.0001060033,0.0002383801,0.00005920765,0.0001340734],"category_scores_gemma":[0.0004311917,0.00004542284,0.00002833587,0.0003229147,0.0004132364,0.0001304309,0.000085027,0.000176028,0.00000209717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002099922,"about_ca_system_score_gemma":0.0001611666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003975005,"about_ca_topic_score_gemma":0.0089238,"domain_scores_codex":[0.9988836,0.000409446,0.0001840964,0.0001184774,0.0002399919,0.000164408],"domain_scores_gemma":[0.9983911,0.00122747,0.00006304873,0.0002256435,0.00006632339,0.00002644648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001585634,0.00004114518,0.01498031,0.0000994611,0.0001290566,7.95636e-7,0.4468059,0.00000743109,0.00004983145,0.4197964,0.04275085,0.07532292],"study_design_scores_gemma":[0.00007466343,0.00002050747,0.006822798,0.00001088641,0.00002448384,3.696031e-7,0.2777292,0.000007589232,0.00007523033,0.05529122,0.6598727,0.00007032184],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8008487,0.00320544,0.00007241539,0.02875917,0.002279057,0.0003870622,0.00003877737,0.00007326464,0.1643361],"genre_scores_gemma":[0.6315731,0.0004867729,0.00001203791,0.001370305,0.0003856432,0.00002121787,0.000001758616,0.000004806083,0.3661443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6171219,"threshold_uncertainty_score":0.8624884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0206540090915365,"score_gpt":0.3262746586346585,"score_spread":0.3056206495431221,"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."}}