{"id":"W4404020172","doi":"10.1080/0142159x.2024.2422006","title":"Under pressure: Supporting academic faculty in demanding times","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Regina","funders":"","keywords":"Medical education; Psychology; Academic medicine; Medicine; Mathematics education","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":[],"consensus_categories":[],"category_scores_codex":[0.005743301,0.0007215212,0.0005857158,0.0009874015,0.01705286,0.01640877,0.003139831,0.006368719,0.007539655],"category_scores_gemma":[0.02891068,0.0004320761,0.0004741105,0.001111231,0.009116825,0.008115507,0.01277471,0.008749788,0.002045098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003414848,"about_ca_system_score_gemma":0.0248807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004492115,"about_ca_topic_score_gemma":0.008437919,"domain_scores_codex":[0.9874825,0.005781223,0.0003183373,0.000417224,0.002112146,0.003888508],"domain_scores_gemma":[0.9779375,0.003028973,0.002728185,0.0003346688,0.001924256,0.01404641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003990718,0.001259961,0.0413003,0.001355522,0.0001013285,0.00642342,0.3619373,0.0005437122,0.007596704,0.02633395,0.1605223,0.3922266],"study_design_scores_gemma":[0.00006551627,0.0009632239,0.0267128,0.001125495,0.00007446899,0.0025513,0.7152919,0.000506337,0.001582479,0.0176472,0.2333298,0.0001495718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4630098,0.008665047,0.006509007,0.4074127,0.009319718,0.0001841668,0.00006386975,0.0006276227,0.104208],"genre_scores_gemma":[0.9410297,0.007565674,0.004098031,0.03080794,0.003082283,0.0001626524,0.00005291747,0.0001121854,0.01308861],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01705286,"threshold_uncertainty_score":0.03037381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04723371632968398,"score_gpt":0.4342413845356116,"score_spread":0.3870076682059276,"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."}}