{"id":"W4392802750","doi":"10.1016/j.cell.2024.02.021","title":"Rigorous science demands support of transgender scientists","year":2024,"lang":"en","type":"article","venue":"Cell","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institute of General Medical Sciences; University of Minnesota; Damon Runyon Cancer Research Foundation","keywords":"Transgender; Biology; Extant taxon; Oppression; Context (archaeology); Face (sociological concept); Gender studies; Engineering ethics; Sociology; Social science; Politics; Political science; Evolutionary biology; Law","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":[0.0004515038,0.00006436943,0.0001179409,0.0001683978,0.00006067291,0.00001766536,0.0001003998,0.00003948868,0.000428634],"category_scores_gemma":[0.00001264967,0.00005164098,0.00005378251,0.0005591804,0.000255524,0.00005742244,0.00001628008,0.0001003735,0.0001007737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003702106,"about_ca_system_score_gemma":0.0005665711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001723436,"about_ca_topic_score_gemma":0.000002945396,"domain_scores_codex":[0.9989396,0.000007559185,0.0001609468,0.0002962612,0.000363278,0.0002323591],"domain_scores_gemma":[0.9994859,0.00002314759,0.00001263949,0.0002443263,0.00008720106,0.0001468646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001603013,0.0007061362,0.03148231,0.01473815,0.00009240976,0.001497917,0.03253014,0.00001987996,0.72746,0.005257165,0.05518998,0.1308656],"study_design_scores_gemma":[0.000972305,0.000714155,0.03050433,0.0001775089,0.0001176342,0.0004000903,0.001094648,0.0008265195,0.7918718,0.0009890465,0.1720847,0.0002472941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9018251,0.00318924,0.0005063601,0.0007387616,0.00158251,0.0002322645,0.00001298487,0.00009341415,0.09181942],"genre_scores_gemma":[0.993607,0.00003571349,0.0004090439,0.0002652374,0.00008424692,0.000003238316,0.000006196834,0.000009507041,0.005579767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1306183,"threshold_uncertainty_score":0.4693241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04544764202851743,"score_gpt":0.3564888959545687,"score_spread":0.3110412539260513,"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."}}