{"id":"W2809793143","doi":"10.2196/10693","title":"Web-Based Immersive Patient Simulator as a Curricular Tool for Objective Structured Clinical Examination Preparation in Surgery: Development and Evaluation","year":2018,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Alice (programming language); Computer science; Test (biology); Process (computing); Educational measurement; Medical education; Multimedia; Simulation; Medicine; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001088476,0.0001843646,0.0003334505,0.0003062657,0.0001270232,0.00002741661,0.00003481648,0.0001936379,0.00007449084],"category_scores_gemma":[0.0009934057,0.0001794755,0.00007185886,0.0003164422,0.00006892456,0.0001365135,0.00001254168,0.0001145002,0.000009739801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006262143,"about_ca_system_score_gemma":0.002108704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000326167,"about_ca_topic_score_gemma":0.00007435702,"domain_scores_codex":[0.9977357,0.0003303279,0.000754256,0.0004837551,0.0004591003,0.0002368852],"domain_scores_gemma":[0.9970331,0.0009499688,0.0003289611,0.0002441218,0.001324449,0.0001194617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001422845,0.0003533314,0.7787552,0.0002428815,0.00006585555,0.00000264714,0.01119162,0.0009894156,0.0004272232,0.00004078998,0.0005846312,0.2059235],"study_design_scores_gemma":[0.002760755,0.0007980784,0.9155774,0.0002144436,0.00005388836,0.000004023232,0.001399115,0.07272945,0.005150277,0.0001217131,0.0009902722,0.0002006232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936996,0.0001283424,0.0001943617,0.0002846872,0.0006297884,0.004982147,0.000009339117,0.00004194601,0.00002977033],"genre_scores_gemma":[0.9959666,0.000003728007,0.001519914,0.0005067002,0.0002412298,0.00136586,0.0003545506,0.0000260449,0.00001542742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2057229,"threshold_uncertainty_score":0.7318797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0370770370850642,"score_gpt":0.4146177009163325,"score_spread":0.3775406638312683,"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."}}