{"id":"W4309400080","doi":"10.1111/amet.13106","title":"Gendered disruptions in academic publishing during COVID‐19","year":2022,"lang":"en","type":"article","venue":"American Ethnologist","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Publishing; Coronavirus disease 2019 (COVID-19); Phenomenon; Productivity; Sociology; Service (business); Work (physics); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Set (abstract data type); 2019-20 coronavirus outbreak; Peer review; Qualitative property; Public relations; Media studies; Political science; Business; Marketing; Economics; Epistemology; Medicine; Law; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","sts"],"domain":"incentives","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","scholarly_communication"],"domain":"incentives","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01531562,0.0002039438,0.0004029135,0.003061737,0.01036985,0.008159154,0.001024731,0.001219514,0.005037461],"category_scores_gemma":[0.04186887,0.0004613384,0.0001901363,0.003194658,0.01243189,0.005073062,0.008103176,0.002024727,0.0004819104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005457134,"about_ca_system_score_gemma":0.00566353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105841,"about_ca_topic_score_gemma":0.02149318,"domain_scores_codex":[0.9836107,0.009539638,0.0008611028,0.001056984,0.002576448,0.002355129],"domain_scores_gemma":[0.9435089,0.02931116,0.01409697,0.002545578,0.00406952,0.006467829],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001374087,0.00007391494,0.08505626,0.0001183976,0.00001564701,0.0007731493,0.8708547,0.00007595713,0.001176496,0.01682724,0.003209649,0.02168113],"study_design_scores_gemma":[0.000008439264,0.00008197659,0.1097584,0.0002263936,0.000005566518,0.0004492533,0.8449804,0.00009642673,0.0005159606,0.005303299,0.03852726,0.00004673207],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710509,0.001206443,0.0006850666,0.007467576,0.0001803076,0.00002335243,0.0001493952,0.00002449237,0.01921238],"genre_scores_gemma":[0.9983456,0.0002143848,0.0001039667,0.0003004452,0.00005324676,0.00001573462,0.00002102251,0.00001343105,0.0009322471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9896302,"threshold_uncertainty_score":0.08099771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.226723561196816,"score_gpt":0.3912951512438383,"score_spread":0.1645715900470223,"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."}}