{"id":"W4386305237","doi":"10.1111/tct.13640","title":"Better together: An assessor support roadmap","year":2023,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Ulster University; Queen's University Belfast","keywords":"Competence (human resources); Medical education; Consistency (knowledge bases); Psychology; Professional development; Judgement; Grading (engineering); Perception; Relevance (law); Faculty development; Medicine; Computer science; Social psychology; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1865403,0.003260749,0.001676823,0.007220995,0.01284784,0.02490031,0.01131221,0.01861368,0.03926684],"category_scores_gemma":[0.1778103,0.002224777,0.002680119,0.003300025,0.007628909,0.03353463,0.05217551,0.02511614,0.02467434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01421183,"about_ca_system_score_gemma":0.1295505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006354908,"about_ca_topic_score_gemma":0.008824866,"domain_scores_codex":[0.8353502,0.08619956,0.01205994,0.007400332,0.04249403,0.01649591],"domain_scores_gemma":[0.6669712,0.06714951,0.01133169,0.01956319,0.1026041,0.1323802],"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":[0.0004029552,0.002185715,0.006522431,0.003943434,0.00008454489,0.001208778,0.009726789,0.00216404,0.001252817,0.03585734,0.3088261,0.627825],"study_design_scores_gemma":[0.0002524111,0.00215646,0.007281078,0.005120952,0.00004491785,0.0008927449,0.01101309,0.001777646,0.001033479,0.04069862,0.9294415,0.0002871587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01414125,0.01230025,0.07431145,0.8030465,0.01543634,0.009865871,0.001057876,0.00522619,0.06461424],"genre_scores_gemma":[0.2167466,0.01705612,0.5256097,0.1433835,0.007668484,0.02487224,0.005128359,0.002066103,0.05746904],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1865403,"threshold_uncertainty_score":0.9865313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1580530272777201,"score_gpt":0.5016052898920274,"score_spread":0.3435522626143073,"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."}}