{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001565276,0.00003601858,0.00004428957,0.00004295474,0.001105528,0.00008169816,0.00003958353,0.00001345272,0.00008859559],"category_scores_gemma":[0.0006015132,0.00003934412,0.00001222469,0.00006717665,0.00004164513,0.0002443418,0.00001473999,0.0000705414,8.920194e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004315528,"about_ca_system_score_gemma":0.0002203358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000315938,"about_ca_topic_score_gemma":0.0001071041,"domain_scores_codex":[0.9993747,0.0001680384,0.00008391393,0.0001255175,0.0001600791,0.00008767493],"domain_scores_gemma":[0.9996625,0.0001361677,0.00008305952,0.00003792383,0.00003817258,0.00004219159],"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":[0.000007434026,0.0001192467,0.00376119,0.0000150584,0.00001535713,1.528125e-7,0.2976141,0.00001373531,0.000392104,0.04412334,0.01875329,0.635185],"study_design_scores_gemma":[0.0002256252,0.00004956592,0.02122059,0.000008146318,0.00002272634,0.000006598424,0.09881505,0.0001224175,0.00000496565,0.001986906,0.8774517,0.00008567872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8167262,0.0001693338,0.0004088942,0.1729493,0.0005522642,0.0004295481,0.000008932619,0.00006198988,0.008693502],"genre_scores_gemma":[0.9902096,0.000008947229,0.005578437,0.001119162,0.0001706284,0.0001523884,0.00003331854,0.000004868476,0.00272266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8586984,"threshold_uncertainty_score":0.8502943,"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."}}