{"id":"W4389117428","doi":"10.2139/ssrn.4623839","title":"BINARY OR NONBINARY? AN EVOLUTIONARY LEARNING APPROACH TO GENDER IDENTITY","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Identity (music); Binary number; Psychology; Computer science; Artificial intelligence; Mathematics; Arithmetic; Philosophy","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":[0.003418531,0.0002238791,0.0004690644,0.0009370262,0.001517515,0.002658929,0.001546651,0.001030973,0.01468869],"category_scores_gemma":[0.01294376,0.0002054186,0.0003426031,0.0008968193,0.005224894,0.005120944,0.002258494,0.002053943,0.0004641509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129683,"about_ca_system_score_gemma":0.0008594331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002529142,"about_ca_topic_score_gemma":0.00319723,"domain_scores_codex":[0.9988035,0.0006791156,0.00002736358,0.0001826893,0.0002008626,0.0001063906],"domain_scores_gemma":[0.9952747,0.003007635,0.000505498,0.0004327644,0.0004201582,0.0003592565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002751532,0.0000563065,0.003444057,0.00001865969,0.000009234108,0.00002983229,0.001178071,0.00140889,0.0001230718,0.9713884,0.0003538469,0.02196207],"study_design_scores_gemma":[0.00000790859,0.00002786708,0.00302905,0.0000193943,0.000005883591,0.00004926083,0.001145257,0.01766848,0.00006504842,0.9763168,0.001657302,0.000007871118],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4671882,0.0008176368,0.3245496,0.01329795,0.0002160967,0.00008225425,0.0001527275,0.00005767898,0.1936377],"genre_scores_gemma":[0.9728544,0.0001442462,0.02058228,0.0002131802,0.00006154462,0.00003205435,0.00004111608,0.00001406961,0.006057065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01468869,"threshold_uncertainty_score":0.04913861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04369825723222197,"score_gpt":0.3339785401753576,"score_spread":0.2902802829431356,"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."}}