{"id":"W4283384414","doi":"10.1371/journal.pone.0269743","title":"The impact of the COVID-19 pandemic on perceived publication pressure among academic researchers in Canada","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Krembil Foundation","keywords":"Publishing; Publication; Pessimism; Burnout; Publish or perish; Psychology; Medicine; Medical education; Political science; Clinical psychology; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01679043,0.0002454177,0.000691029,0.004127772,0.01210853,0.007601321,0.001987661,0.00111083,0.003213051],"category_scores_gemma":[0.07859785,0.000493096,0.0006446228,0.01037306,0.005170514,0.002068216,0.004234506,0.002192223,0.0002797668],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07545103,"about_ca_system_score_gemma":0.2263251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9673297,"about_ca_topic_score_gemma":0.9766024,"domain_scores_codex":[0.9780784,0.003790564,0.002412471,0.001026161,0.01137193,0.003320426],"domain_scores_gemma":[0.7978293,0.04385812,0.03985414,0.004913366,0.06670794,0.04683717],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003191551,0.0001286023,0.8401312,0.0008287456,0.0001639072,0.001022855,0.09530884,0.0002316201,0.0008005596,0.001575546,0.0160393,0.04344968],"study_design_scores_gemma":[0.00003621853,0.0001488571,0.8689651,0.0007548521,0.00007217451,0.0002957961,0.1059722,0.0003519293,0.0004145205,0.0003840102,0.02243992,0.0001644393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453985,0.004120754,0.0002367591,0.0361678,0.0002248585,0.0001479257,0.001956742,0.00005414065,0.01169255],"genre_scores_gemma":[0.9916434,0.002878306,0.0004022173,0.003304692,0.0000802232,0.00005405,0.0003627382,0.00002026836,0.001253976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9832096,"threshold_uncertainty_score":0.5474381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5882345067209458,"score_gpt":0.5423581883355665,"score_spread":0.04587631838537931,"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."}}