{"id":"W4224251681","doi":"10.3390/educsci12050293","title":"Do Resident Archetypes Influence the Functioning of Programs of Assessment?","year":2022,"lang":"en","type":"article","venue":"Education Sciences","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; University of Ottawa; Royal College of Physicians and Surgeons of Canada; Queen's University","funders":"Queen's University","keywords":"Medical education; Archetype; Psychology; Sample (material); Focus group; Applied psychology; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00157898,0.00004036745,0.00008063598,0.0001650579,0.0003410612,0.00001649376,0.0002079011,0.00001205467,0.0003903082],"category_scores_gemma":[0.0004672616,0.00002813374,0.00002473683,0.001630957,0.0004936386,0.00009956027,0.00005170527,0.0001530148,0.000001599767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007793717,"about_ca_system_score_gemma":0.001938841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001308085,"about_ca_topic_score_gemma":0.000001596429,"domain_scores_codex":[0.998678,0.00007599381,0.000285471,0.0001359166,0.0007366099,0.00008795669],"domain_scores_gemma":[0.9991302,0.00007403614,0.0002406871,0.0002059201,0.0003319471,0.00001724714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001666054,0.0008849695,0.6555921,0.0001138109,0.00002363292,1.317449e-7,0.0101711,0.0005828022,0.004062749,0.05769713,0.006313093,0.2645418],"study_design_scores_gemma":[0.0001964716,0.0006114906,0.8759369,0.0001855368,0.00004486123,0.00002771598,0.09685524,0.0003987026,0.001470296,0.004390659,0.01979456,0.00008751602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866423,0.0001858011,0.0001315215,0.006468552,0.000726997,0.0002753892,4.608715e-7,0.000009563792,0.005559423],"genre_scores_gemma":[0.9938775,0.000007071605,0.005015838,0.0003323402,0.00005757887,0.0001488733,0.000008082807,0.000002557147,0.0005501681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2644543,"threshold_uncertainty_score":0.4273601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0473947863700704,"score_gpt":0.4306857594655212,"score_spread":0.3832909730954508,"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."}}