{"id":"W3087314041","doi":"10.1007/s10902-020-00313-w","title":"Identity Formation Among Gay Men, Lesbian Women, Bisexual and Heterosexual Samples: Associations with Purpose in Life, Life Satisfaction, Pathways to Purpose and Implications for Positive Sexual Minority Identity","year":2020,"lang":"en","type":"article","venue":"Journal of Happiness Studies","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Sexual minority; Lesbian; Sexual identity; Life satisfaction; Identity (music); Sexual orientation; Positive psychology; Homosexuality; Clinical psychology; Social psychology; Minority stress; Developmental psychology; Human sexuality; Gender studies; Sociology","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":[0.0007466575,0.0002550581,0.0006737586,0.0003576762,0.0006018985,0.0002062064,0.0001686733,0.0001189998,0.000007618484],"category_scores_gemma":[0.001170653,0.0002306308,0.00004898961,0.0005499799,0.0002062174,0.002016765,0.0001091569,0.0002965983,0.000004113226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002902125,"about_ca_system_score_gemma":0.0001615898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651747,"about_ca_topic_score_gemma":0.01428606,"domain_scores_codex":[0.9977773,0.0002196844,0.0009383709,0.0003290826,0.0003010814,0.0004344971],"domain_scores_gemma":[0.9974524,0.0003057603,0.0007597781,0.0001560527,0.000823027,0.0005030095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002822128,0.0001817073,0.9394236,0.0005466039,0.0004471714,0.000005916177,0.04804907,0.00001982067,0.0002805286,0.003772622,0.00526055,0.001730192],"study_design_scores_gemma":[0.001867466,0.0009045036,0.9672135,0.00002256731,0.0001345752,0.00003000872,0.02725589,0.00001050902,0.000002633977,0.002213877,0.0001199131,0.0002246054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821612,0.001483572,0.005288874,0.009231138,0.0002927009,0.000903214,0.0004991402,0.00002643378,0.0001137529],"genre_scores_gemma":[0.9973955,0.0004474904,0.0003467012,0.0009315918,0.0006005601,0.0001857093,0.00001736005,0.00002055972,0.00005456174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02778985,"threshold_uncertainty_score":0.9404852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300088487164487,"score_gpt":0.3935439445945147,"score_spread":0.263535095878066,"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."}}