{"id":"W4400977679","doi":"10.2139/ssrn.4899800","title":"Sexual and Gender Identity as Predictor of Hope and Optimism","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Optimism; Psychology; Identity (music); Gender identity; Sexual identity; Social psychology; Gender studies; Human sexuality; Sociology; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007903674,0.0002379813,0.0003086069,0.0006293445,0.0005601253,0.001269992,0.0002644389,0.0007400852,0.003960223],"category_scores_gemma":[0.00488107,0.0002000901,0.0005876564,0.0004134394,0.0004987952,0.0004383666,0.0006381746,0.001287615,0.0003363347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003137878,"about_ca_system_score_gemma":0.0006356887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002881414,"about_ca_topic_score_gemma":0.005313624,"domain_scores_codex":[0.9997301,0.00009362975,0.00002350347,0.00002663777,0.00005446796,0.00007168156],"domain_scores_gemma":[0.9956776,0.001218132,0.00136026,0.0001616175,0.0001990887,0.001383322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005040777,0.0003585162,0.9953389,0.00001469954,0.00007939021,0.0001010013,0.0004175901,0.00008363117,0.000201207,0.000103719,0.00008841251,0.00270886],"study_design_scores_gemma":[0.00001201723,0.0001717152,0.9980763,0.00001254004,0.00003524939,0.0001231003,0.0009118309,0.0003068898,0.00007476193,0.0001439076,0.0001241195,0.000007467489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983558,0.0001658567,0.00002402575,0.0001201824,0.00001274713,0.00000584337,0.00007661567,0.000001559471,0.001237203],"genre_scores_gemma":[0.9994829,0.00006773934,0.00003087266,0.00002080336,0.000009496374,0.000003470032,0.00005433834,7.210973e-7,0.0003296971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003960223,"threshold_uncertainty_score":0.01324826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279647684923765,"score_gpt":0.3040846312579246,"score_spread":0.2912881544086869,"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."}}