{"id":"W4380084627","doi":"10.1215/23289252-10273109","title":"General Editor's Introduction","year":2023,"lang":"en","type":"article","venue":"TSQ Transgender Studies Quarterly","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003668712,0.0002433335,0.0003354668,0.0002517539,0.0003867337,0.00003297672,0.0002065602,0.0001405382,0.0005348406],"category_scores_gemma":[0.00001023542,0.0002321722,0.0001462061,0.0005429236,0.000154242,0.0001399513,0.00001042542,0.0002532376,0.004492952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006897991,"about_ca_system_score_gemma":0.000036196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009234136,"about_ca_topic_score_gemma":0.0004664664,"domain_scores_codex":[0.9978823,0.0001930925,0.000402112,0.0005249805,0.0002812936,0.0007162156],"domain_scores_gemma":[0.9991557,0.00007254992,0.00006647855,0.0004694911,0.0001115869,0.0001241678],"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":[0.00004195236,0.00007452292,0.002121693,0.0002364981,0.0003604805,0.00001837278,0.03131901,0.000003201913,0.0001033668,0.003350307,0.9470665,0.01530407],"study_design_scores_gemma":[0.003461077,0.002192316,0.2772127,0.00001277583,0.0004623093,0.00006083613,0.03374847,0.00003022716,0.00002243951,0.01469186,0.6669484,0.00115657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.772542,0.006790536,0.000474695,0.06596413,0.1311955,0.00078685,0.00006816259,0.001658997,0.02051909],"genre_scores_gemma":[0.690203,0.002627431,0.0001620419,0.001384476,0.199744,0.0004424354,0.0001186216,0.0001565547,0.1051615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2801181,"threshold_uncertainty_score":0.9962822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07686782986568554,"score_gpt":0.4096084707324544,"score_spread":0.3327406408667689,"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."}}