{"id":"W4293102788","doi":"10.1177/10778012221117595","title":"The Impact of the COVID-19 Pandemic on Staff in Violence Against Women Services","year":2022,"lang":"en","type":"article","venue":"Violence Against Women","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"Social Sciences and Humanities Research Council of Canada; Western University","keywords":"Pandemic; Toll; Restructuring; Work (physics); Coronavirus disease 2019 (COVID-19); Occupational safety and health; Nursing; Medicine; Medical emergency; Psychology; Public relations; Business; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004933618,0.0002816874,0.0003155238,0.0008196017,0.01408407,0.004756525,0.0009613896,0.0008381819,0.0024695],"category_scores_gemma":[0.01630243,0.0003240053,0.0002472018,0.001609026,0.008990036,0.001625738,0.00482146,0.001587939,0.000194004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02788341,"about_ca_system_score_gemma":0.03467711,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5350189,"about_ca_topic_score_gemma":0.7772712,"domain_scores_codex":[0.9926302,0.00393048,0.0002141531,0.0001305778,0.001192615,0.001901832],"domain_scores_gemma":[0.9913788,0.003610303,0.001523928,0.0002387533,0.001752545,0.001495672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006890212,0.00002636118,0.09098804,0.0001950646,0.00002028021,0.00104246,0.8854772,0.0001251629,0.0005123827,0.001299517,0.003227107,0.01701757],"study_design_scores_gemma":[0.000001857834,0.00003469789,0.02704463,0.0001888046,0.000007363349,0.0001268808,0.9666272,0.00004367967,0.0001188159,0.000179505,0.005615725,0.00001090876],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805738,0.0006272084,0.0002781503,0.006463398,0.00008038334,0.00004487917,0.0001001191,0.00001067171,0.01182135],"genre_scores_gemma":[0.9976826,0.0006307302,0.0001283112,0.0006179563,0.00001584466,0.00001819354,0.00001867513,0.000007054102,0.0008807225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5350189,"threshold_uncertainty_score":0.935439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435794936424294,"score_gpt":0.3327389164633605,"score_spread":0.3083809670991176,"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."}}