{"id":"W4401115000","doi":"10.22329/gljuh.v6i1.8846","title":"Is There a Gay Brain? The Problems with Scientifific Research of Sexual Orientation","year":2024,"lang":"en","type":"article","venue":"The Great Lakes journal of undergraduate history.","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Sexual orientation; Psychology; Orientation (vector space); Brain research; Developmental psychology; Psychoanalysis; Neuroscience; Mathematics; Geometry","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":[0.003550804,0.000187834,0.0002674738,0.000515216,0.0004902088,0.0001365595,0.0006717502,0.0000990819,0.0004584569],"category_scores_gemma":[0.00003954979,0.00009828792,0.0001271592,0.0008445942,0.001173307,0.0002370466,0.00004138954,0.0009057838,0.0002021976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005749406,"about_ca_system_score_gemma":0.0008655137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001803991,"about_ca_topic_score_gemma":0.003144165,"domain_scores_codex":[0.9965561,0.0009424694,0.0006117135,0.0003259992,0.001089376,0.0004743545],"domain_scores_gemma":[0.9976317,0.0006150854,0.000376951,0.000618745,0.0006187757,0.0001386928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003096912,0.0002290364,0.00666444,0.0008865959,0.0004296955,0.0001450732,0.03477316,0.00003962367,0.0007995749,0.02331245,0.9255341,0.006876589],"study_design_scores_gemma":[0.001167707,0.001755401,0.007526043,0.0002325446,0.0003402404,0.001138509,0.002370653,0.0001106334,0.00001452372,0.01738273,0.967724,0.0002370706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7348202,0.05390363,0.000869991,0.1346101,0.00872993,0.001230238,0.00005414011,0.00008036469,0.06570138],"genre_scores_gemma":[0.8591121,0.0002346594,0.00001873081,0.0003294109,0.0005466412,0.00001537689,0.000002808631,0.0000438833,0.1396963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1342807,"threshold_uncertainty_score":0.5019781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241319800193793,"score_gpt":0.3951383853166303,"score_spread":0.271006405297251,"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."}}