{"id":"W3196835254","doi":"10.1126/sciadv.abe4639","title":"The gendered nature of authorship","year":2021,"lang":"en","type":"article","venue":"Science Advances","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Devaluation; Attribution; Power (physics); Injustice; Sociology; Economic Justice; Psychology; Social psychology; Currency; Political science; Law; Economics","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":["metaresearch","bibliometrics","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03126014,0.00008499713,0.0001710263,0.008794734,0.0009987805,0.002025506,0.004489419,0.00007241603,0.0001503612],"category_scores_gemma":[0.1191534,0.00004314787,0.00009895996,0.2412885,0.001895914,0.001339509,0.0008136717,0.0003434296,0.0000764405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004735693,"about_ca_system_score_gemma":0.0009891973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003684282,"about_ca_topic_score_gemma":0.00002768763,"domain_scores_codex":[0.9861034,0.0001726787,0.0004770097,0.0006975466,0.01191097,0.0006384461],"domain_scores_gemma":[0.9869409,0.005232505,0.0002533535,0.001101583,0.006163344,0.0003082648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000142522,0.00006668554,0.03857549,0.000004445862,0.000004619776,0.00001674462,0.0002221801,0.00009365809,0.05371723,0.0401669,0.002340208,0.8647776],"study_design_scores_gemma":[0.0001888579,0.00008004325,0.1229541,0.000008876504,0.000002479831,0.00001898658,0.003182539,0.0007830209,0.3359879,0.2629015,0.2737148,0.0001769594],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.881113,0.0500785,0.002335325,0.006685179,0.004201806,0.0002037681,0.00002440676,0.00003032739,0.05532769],"genre_scores_gemma":[0.993242,0.000429242,0.00187764,0.000102472,0.00004519803,0.000003181938,3.252609e-7,0.000002910435,0.004297045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8646006,"threshold_uncertainty_score":0.9990105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4917747213293212,"score_gpt":0.6104990795276162,"score_spread":0.118724358198295,"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."}}