{"id":"W2964014846","doi":"10.1037/sgd0000346","title":"Individual variation in gender/sex category definitions.","year":2019,"lang":"en","type":"article","venue":"Psychology of Sexual Orientation and Gender Diversity","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Variation (astronomy); Psychology; Gender identity; Social psychology; Developmental psychology","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":[0.0005624356,0.00007294527,0.000135977,0.000162083,0.0002458829,0.00001037653,0.0001391872,0.0001698186,0.000650299],"category_scores_gemma":[0.00003297903,0.00008482944,0.00001971938,0.0002322613,0.0002467945,0.000203693,0.00007702695,0.0001210698,0.00006696286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003246621,"about_ca_system_score_gemma":0.00003087866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001208834,"about_ca_topic_score_gemma":0.0002871657,"domain_scores_codex":[0.9988976,0.0002445663,0.0001744358,0.0002961027,0.0002027087,0.0001846318],"domain_scores_gemma":[0.9996006,0.00007656906,0.0001050179,0.00009756097,0.00006186781,0.00005836582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005975112,0.0001732563,0.7537165,0.00001363122,0.00003893956,0.000001725285,0.1922046,0.000001217011,0.0004705948,0.0501731,0.001139645,0.002006963],"study_design_scores_gemma":[0.0009091572,0.00009489381,0.941193,8.865977e-7,0.00001920759,0.000001114057,0.02972451,0.000001562395,0.000003760759,0.02742535,0.0005399114,0.00008660454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428608,0.00005286588,0.0002854368,0.0003629654,0.0008488505,0.0001641928,0.00001367299,0.00002152244,0.05538972],"genre_scores_gemma":[0.998485,0.00008980776,0.0001423754,0.0009996475,0.00005118287,0.00000314212,0.00002352387,0.00000328214,0.0002020676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1874765,"threshold_uncertainty_score":0.7120318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1510765586840759,"score_gpt":0.3681664171011241,"score_spread":0.2170898584170483,"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."}}