{"id":"W2126260337","doi":"10.1080/01421590903124708","title":"Towards a typology of virtual patients","year":2009,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Typology; Mainstream; Computer science; Point (geometry); Interactivity; Variety (cybernetics); Delphi; Multimedia; Sociology; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002436954,0.00007129594,0.0001992866,0.00007235723,0.00002023573,0.000001224857,0.00007241769,0.0001876078,0.007575409],"category_scores_gemma":[0.001111156,0.00005783147,0.00004811704,0.000138462,0.00008766148,0.00001838409,0.000009594749,0.000246616,0.00005941009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007375909,"about_ca_system_score_gemma":0.0004493117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000663087,"about_ca_topic_score_gemma":0.000001171034,"domain_scores_codex":[0.9988089,0.00006979008,0.0002988254,0.0001395468,0.0005246015,0.0001582991],"domain_scores_gemma":[0.9992306,0.00005258277,0.00005872126,0.0001992776,0.0001868237,0.0002719937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008609935,0.0006658294,0.9171197,0.00002299695,0.00001441615,0.000003971544,0.001235515,0.000001108454,0.000006364694,0.001124385,0.008690461,0.0710291],"study_design_scores_gemma":[0.001705819,0.0009460443,0.9927689,0.00007588253,0.0000243893,0.000005397632,0.0003606775,0.0006647852,0.00006857342,0.0004372105,0.002870691,0.00007163599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759673,0.00006243782,0.00009868754,0.01389711,0.0003430936,0.0001686182,0.000001163866,0.00004092049,0.009420608],"genre_scores_gemma":[0.995747,0.000004204496,0.0001613273,0.002829221,0.0003040419,0.000005808347,0.00004118375,0.000007752157,0.0008994873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07564914,"threshold_uncertainty_score":0.9933318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02639242660761554,"score_gpt":0.3752605812866506,"score_spread":0.3488681546790351,"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."}}