{"id":"W3108854899","doi":"10.3399/bjgp20x713597","title":"Appraisal and revalidation — time for a critical look?","year":2020,"lang":"en","type":"letter","venue":"British Journal of General Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Revalidation; Session (web analytics); Critical appraisal; Employee Performance Appraisal; Medicine; Medical education; Data science; Computer science; Alternative medicine; Nursing; World Wide Web; Pathology","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":[0.1305778,0.001526862,0.003867001,0.002650053,0.01172966,0.02278208,0.005636342,0.06308381,0.01399608],"category_scores_gemma":[0.5003307,0.001644709,0.002870281,0.002787539,0.01975083,0.03166813,0.009979446,0.08570513,0.01270664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01339263,"about_ca_system_score_gemma":0.06434488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005806561,"about_ca_topic_score_gemma":0.009401983,"domain_scores_codex":[0.8231149,0.0974552,0.0208678,0.006293112,0.04587527,0.006393702],"domain_scores_gemma":[0.3818135,0.3729317,0.03517368,0.02071036,0.1297581,0.05961258],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004898291,0.00002631478,0.000173922,0.0004384258,0.00002111627,0.0003542316,0.001246426,0.00002575236,0.0001016712,0.003827405,0.9835166,0.01021917],"study_design_scores_gemma":[0.0001594458,0.0001064827,0.0006029228,0.004373429,0.00003655463,0.001354306,0.006147165,0.0002769606,0.0001491606,0.03524852,0.9513869,0.0001582901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006582055,0.001722902,0.0001785219,0.978993,0.0184654,0.00001803882,0.000006870279,0.00002398704,0.000525528],"genre_scores_gemma":[0.004743612,0.004437634,0.002349909,0.9110512,0.07276104,0.0002795865,0.00003176324,0.00009063558,0.004254578],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8694222,"threshold_uncertainty_score":0.6905696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303717408254579,"score_gpt":0.5226421071202462,"score_spread":0.3922703662947882,"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."}}