{"id":"W4224214529","doi":"10.1002/aet2.10759","title":"Promotion and tenure letters: A guide for faculty","year":2022,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Promotion (chess); Portfolio; Key (lock); Context (archaeology); Public relations; Psychology; Political science; Medical education; Computer science; Medicine; Business; History; Finance; Law","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":[0.009662205,0.001318087,0.001037549,0.00322674,0.00323957,0.00501938,0.002522578,0.004147092,0.0706565],"category_scores_gemma":[0.02064141,0.001188364,0.0006303284,0.002141544,0.001223162,0.005274887,0.004263951,0.003930048,0.1119555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002370042,"about_ca_system_score_gemma":0.0123764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00329496,"about_ca_topic_score_gemma":0.01103706,"domain_scores_codex":[0.9933514,0.002932507,0.0009291678,0.0002725324,0.002050209,0.000464078],"domain_scores_gemma":[0.9781065,0.005281168,0.002027918,0.001275528,0.008442883,0.004866109],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003025185,0.0002489704,0.0004633203,0.0001692715,0.000002350443,0.0002412575,0.001184781,0.0001786926,0.0007454005,0.001315814,0.8097547,0.1856652],"study_design_scores_gemma":[0.00001847913,0.0001049021,0.0008835422,0.0002880589,0.000001555317,0.0006149259,0.001339083,0.0001556346,0.0001924499,0.001723157,0.9946433,0.00003477734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01990586,0.01429413,0.192751,0.2770017,0.01402229,0.02114393,0.01080573,0.0374994,0.412576],"genre_scores_gemma":[0.01592577,0.01506631,0.4787966,0.03371843,0.003267448,0.01220827,0.00537314,0.003610663,0.4320334],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9903378,"threshold_uncertainty_score":0.2363696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2783737849210561,"score_gpt":0.5003266887861805,"score_spread":0.2219529038651243,"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."}}