{"id":"W4387982854","doi":"10.2196/52286","title":"Authors’ Reply: Modernizing Gender, Sex, and Sexual Orientation Data Through Engagement and Education","year":2023,"lang":"en","type":"letter","venue":"Journal of Medical Internet Research","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Sexual orientation; Psychology; Men who have sex with men; Sex education; Social psychology; Human sexuality; Medicine; Gender studies; Sociology; Human immunodeficiency virus (HIV)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008618118,0.0006971874,0.00194949,0.001314958,0.008060993,0.005938383,0.00218706,0.08434174,0.008128583],"category_scores_gemma":[0.06657421,0.001189452,0.001414475,0.00122486,0.004724767,0.005041239,0.002934498,0.07258572,0.007599408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005277325,"about_ca_system_score_gemma":0.01048446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01403205,"about_ca_topic_score_gemma":0.01979134,"domain_scores_codex":[0.9933013,0.001833021,0.001083923,0.000828387,0.001811097,0.001142289],"domain_scores_gemma":[0.9679695,0.01929855,0.001832642,0.0009771326,0.006543065,0.003379122],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003850333,0.00002563256,0.0008173234,0.00004173343,0.00001654025,0.0008271695,0.0005485957,0.00002840013,0.000100256,0.002091002,0.9918022,0.003662677],"study_design_scores_gemma":[0.000104654,0.00005776199,0.00248687,0.0005831911,0.00006698241,0.001159301,0.003647099,0.0004470861,0.0003533485,0.009880141,0.9810696,0.0001439701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002575891,0.0001666537,0.00005878545,0.9840395,0.0146875,0.00001059457,0.0000497831,0.0000130153,0.0007165849],"genre_scores_gemma":[0.001443958,0.0001654294,0.000130129,0.9830323,0.01192211,0.00004744466,0.00001402912,0.00001368832,0.003230775],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9913819,"threshold_uncertainty_score":0.04557753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.475874664285993,"score_gpt":0.5325243626186404,"score_spread":0.05664969833264744,"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."}}