{"id":"W4212948694","doi":"10.1136/oemed-2021-107915","title":"Gender differences in authorship prior to and during the COVID-19 pandemic in research submissions to Occupational and Environmental Medicine (2017–2021)","year":2022,"lang":"en","type":"editorial","venue":"Occupational and Environmental Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mental Health Research Canada; Public Health Ontario; University of Toronto; Institute for Work & Health; Centre for Addiction and Mental Health","funders":"","keywords":"Pandemic; Quarter (Canadian coin); Demography; Coronavirus disease 2019 (COVID-19); Productivity; Medicine; Family medicine; Geography; Disease; Pathology; Sociology; Economic growth; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005351635,0.0003081351,0.0004858787,0.0006131312,0.001460677,0.00004020001,0.0004980235,0.0003364531,0.003576439],"category_scores_gemma":[0.002672606,0.0002298338,0.00002566712,0.0003886233,0.002234339,0.00012741,0.0007594214,0.001208892,0.000009151977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131909,"about_ca_system_score_gemma":0.0002842362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005544832,"about_ca_topic_score_gemma":0.002833292,"domain_scores_codex":[0.9937182,0.0008267513,0.0004712083,0.0008174558,0.003615343,0.0005510453],"domain_scores_gemma":[0.9960091,0.002747911,0.0001111337,0.0002207554,0.00001333005,0.0008977812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007173187,0.0001080361,0.7650992,0.00008219324,0.00002957748,0.00007702836,0.04878427,0.00001105163,0.0001992373,0.0001732577,0.1828777,0.001841147],"study_design_scores_gemma":[0.001542657,0.0003204176,0.6506265,0.0001394794,0.00003331782,0.00001008051,0.05296993,0.000008320583,3.052994e-7,0.0004648189,0.2936504,0.0002338513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595693,0.002158334,0.00001078474,0.0114084,0.02446396,0.001160856,0.0006727933,0.00001556635,0.0005400317],"genre_scores_gemma":[0.9418696,0.005463023,0.00002686173,0.001160864,0.04819472,0.0001791886,0.0009295448,0.00002000535,0.002156205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1144727,"threshold_uncertainty_score":0.9998393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1700683798479677,"score_gpt":0.4023543461205133,"score_spread":0.2322859662725456,"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."}}