{"id":"W4399525751","doi":"10.1080/10872981.2024.2358610","title":"Trends in patient safety education research for healthcare professional students over the past two decades: a bibliometric and content analysis","year":2024,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China","keywords":"Patient safety; Medical education; Content analysis; Health care; Medicine; Psychology; Library science; Sociology; Political science; Social science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.007275595,0.0001446359,0.0003270443,0.01299564,0.0005120779,0.00004905655,0.0003210677,0.0002497493,0.002675624],"category_scores_gemma":[0.01100044,0.00008774552,0.00009168326,0.03465769,0.0001804623,0.0001597192,0.0001871307,0.001665305,0.00002536022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004329568,"about_ca_system_score_gemma":0.005151086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003268337,"about_ca_topic_score_gemma":0.003334795,"domain_scores_codex":[0.9940895,0.001985522,0.001006799,0.0005039279,0.0019103,0.0005039775],"domain_scores_gemma":[0.9920364,0.006145906,0.0001465082,0.0003571431,0.0007186786,0.0005953909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001335167,0.003597996,0.3147483,0.0006398286,0.0000996629,0.000001358711,0.007871213,4.624316e-7,0.000001593525,0.002943257,0.06750795,0.6024548],"study_design_scores_gemma":[0.0004846498,0.0001347667,0.6445593,0.0008505767,0.0000912604,0.000001252908,0.02885751,0.0009943617,2.333223e-7,0.0004762419,0.3234648,0.00008504694],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7034877,0.003875767,0.00005680534,0.2892817,0.002080846,0.001031664,0.00005218772,0.00002768911,0.0001056636],"genre_scores_gemma":[0.981492,0.0009508391,0.000271858,0.009458299,0.001573332,0.001427908,0.0008763528,0.00001908225,0.0039303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6023698,"threshold_uncertainty_score":0.9982361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2320788960028022,"score_gpt":0.6412710984213253,"score_spread":0.4091922024185232,"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."}}