{"id":"W7115034731","doi":"","title":"Research Trends of Health Professions Education Model from 2005 to 2024: A Bibliometric Analysis via CiteSpace","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health professions; Frontier; Publishing; Professional development; Yearbook; Bibliometrics; Continuing medical education; Web of science; Citation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.009102052,0.000517503,0.001368919,0.0997053,0.0008884455,0.004638648,0.0009619347,0.0007816841,0.002330306],"category_scores_gemma":[0.03744061,0.0002798185,0.001961167,0.1304144,0.0007130549,0.005886803,0.002236091,0.0007511138,0.0004624382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002812126,"about_ca_system_score_gemma":0.00573704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008425254,"about_ca_topic_score_gemma":0.01158412,"domain_scores_codex":[0.9901522,0.001420142,0.002577236,0.001046438,0.004362392,0.000441697],"domain_scores_gemma":[0.9524046,0.02631192,0.009455283,0.001161148,0.009362024,0.001305068],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002425642,0.0001103889,0.7087213,0.0236566,0.002298896,0.0007870033,0.005640087,0.001599815,0.0007798898,0.00552522,0.01714637,0.2334918],"study_design_scores_gemma":[0.00003421425,0.0001741661,0.8598594,0.01307428,0.003307741,0.001503746,0.01456945,0.00604896,0.001204399,0.002917299,0.09716757,0.0001388213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6578208,0.2265689,0.005284884,0.008473015,0.0005919731,0.0006534404,0.07831981,0.0005215353,0.02176564],"genre_scores_gemma":[0.9095064,0.06063482,0.004432145,0.0003952871,0.0003326052,0.0004453395,0.02297576,0.00006590738,0.001211754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.990898,"threshold_uncertainty_score":0.04813677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3682073127990869,"score_gpt":0.6832825968053261,"score_spread":0.3150752840062392,"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."}}