{"id":"W3012773510","doi":"10.1002/jdd.12051","title":"Should dental school faculty be measured and compensated using academic productivity models? Two viewpoints","year":2020,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Attrition; Operationalization; Compensation (psychology); Viewpoints; Productivity; Subjectivity; Medical education; Higher education; Psychology; Faculty development; Medicine; Professional development; Political science; Social psychology; Dentistry; Economics","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":[0.0003270136,0.0001316257,0.0002999373,0.0001144284,0.0000938419,0.00002633583,0.00009265221,0.00008863959,0.000663577],"category_scores_gemma":[0.002320391,0.0001052718,0.00008624966,0.0002564732,0.00006681788,0.0004119669,0.000032625,0.0007664629,0.00001373265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002060634,"about_ca_system_score_gemma":0.002257584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002698017,"about_ca_topic_score_gemma":0.000002189234,"domain_scores_codex":[0.9985091,0.00008427537,0.0004920167,0.0001827981,0.0005899941,0.0001417803],"domain_scores_gemma":[0.997607,0.00002085722,0.0003480797,0.00008889692,0.0002801448,0.001655036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001642808,0.003961498,0.1352345,0.0007067969,0.0004645766,0.00004946109,0.01193111,0.0003370855,0.7064332,0.0003318434,0.09368227,0.04522485],"study_design_scores_gemma":[0.03424701,0.003166758,0.4859355,0.008656391,0.00496143,0.03166755,0.120101,0.09675976,0.1326508,0.00281195,0.07627557,0.00276635],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724154,0.0007637436,0.0003505835,0.02514551,0.000779353,0.0002764743,0.000005227982,0.00001450789,0.0002491413],"genre_scores_gemma":[0.989778,0.00007577334,0.002556577,0.006324885,0.0009423743,0.000002302516,0.0000232063,0.0000158338,0.0002810457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5737824,"threshold_uncertainty_score":0.7265702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2475193757008983,"score_gpt":0.4472668235119818,"score_spread":0.1997474478110835,"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."}}