{"id":"W2115901987","doi":"10.1080/01421590903124765","title":"Virtual patients come of age","year":2009,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Mainstream; Medical education; Virtual patient; Key (lock); Clinical Practice; Medicine; Computer science; Nursing; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.003127508,0.0006805556,0.0005948512,0.0007518449,0.003377267,0.009969384,0.001099434,0.003989134,0.04055063],"category_scores_gemma":[0.02560309,0.0004502801,0.0007111541,0.0005775028,0.003045673,0.01005983,0.01075722,0.006258632,0.008327158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279747,"about_ca_system_score_gemma":0.00189595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009765313,"about_ca_topic_score_gemma":0.001452717,"domain_scores_codex":[0.9967777,0.00163368,0.0001385888,0.0003540772,0.0007630411,0.0003329475],"domain_scores_gemma":[0.9894079,0.004443306,0.0009179163,0.0009669384,0.001017169,0.003246783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003669086,0.0002632752,0.02302144,0.00058538,0.00008277001,0.00268842,0.03424646,0.0009504069,0.001361285,0.1596242,0.4159153,0.3608942],"study_design_scores_gemma":[0.00002765667,0.0001469243,0.002285724,0.0003010909,0.00002256262,0.005158111,0.009292828,0.0002879317,0.0004081121,0.02446241,0.9575658,0.00004090217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1449587,0.02775906,0.04090387,0.2786201,0.02098306,0.0003245545,0.001383125,0.002126997,0.4829406],"genre_scores_gemma":[0.7471728,0.01843974,0.01799237,0.06973607,0.005750596,0.00029012,0.0007194283,0.0008045437,0.1390943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04055063,"threshold_uncertainty_score":0.1356553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201743956508161,"score_gpt":0.3679297414068942,"score_spread":0.3359123018418126,"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."}}