{"id":"W4282032431","doi":"10.1101/2022.05.27.493714","title":"The U.S. faculty job market survives the SARS-CoV-2 global pandemic","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Burroughs Wellcome Fund","keywords":"Pandemic; Job market; Originality; Coronavirus disease 2019 (COVID-19); Job satisfaction; Job analysis; Psychology; Public relations; Political science; Medical education; Medicine; Engineering; Social psychology; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003238256,0.0001785171,0.0002280048,0.0007378641,0.004009214,0.003107292,0.000711045,0.0009117902,0.01125089],"category_scores_gemma":[0.007079776,0.0001480882,0.0002157658,0.00125624,0.001352316,0.001866892,0.002859909,0.001348023,0.001468604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003040953,"about_ca_system_score_gemma":0.007055342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01934347,"about_ca_topic_score_gemma":0.05608329,"domain_scores_codex":[0.9977557,0.0005995829,0.00005518433,0.0001817596,0.000420015,0.0009878468],"domain_scores_gemma":[0.9936607,0.0006474305,0.001565647,0.0002154237,0.0009335347,0.00297725],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004559703,0.0007880027,0.706008,0.0002783645,0.00005033322,0.001162126,0.03090168,0.0009603946,0.002159595,0.008408654,0.0873173,0.1615095],"study_design_scores_gemma":[0.00001681457,0.0004020992,0.8209595,0.000251146,0.00001070085,0.0001931667,0.1244351,0.0006360702,0.0005430396,0.002220093,0.0502811,0.00005109494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582995,0.000788153,0.0002499357,0.02112658,0.0003377514,0.00004732958,0.0006868531,0.00002818306,0.01843561],"genre_scores_gemma":[0.9940798,0.0003869957,0.0001502753,0.002007851,0.0001736113,0.0000292557,0.0002508201,0.00001334489,0.002907995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9967617,"threshold_uncertainty_score":0.03846174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06837079272837224,"score_gpt":0.3514360472611615,"score_spread":0.2830652545327892,"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."}}