{"id":"W3005871926","doi":"10.1007/s10459-020-09961-2","title":"Looking back, looking forward","year":2020,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McMaster University","funders":"","keywords":"Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007478301,0.0001424353,0.0002625549,0.0002611236,0.000290265,0.0000349088,0.0001826917,0.00005635095,0.0002855427],"category_scores_gemma":[0.0003687617,0.0001407454,0.00004066321,0.001577592,0.0001662876,0.0006816138,0.00002155146,0.000244138,0.0001017342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004768146,"about_ca_system_score_gemma":0.004224103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003838847,"about_ca_topic_score_gemma":0.00005072745,"domain_scores_codex":[0.9977417,0.0001053318,0.0007002323,0.0005363381,0.0004631199,0.0004532897],"domain_scores_gemma":[0.9985208,0.0003189001,0.0003240992,0.0002107157,0.0002080638,0.0004174261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000031763,0.0001074044,0.9103985,0.001199024,0.000001677018,4.171447e-7,0.008090241,0.00458065,0.00001273001,0.002733461,0.0006934078,0.07215076],"study_design_scores_gemma":[0.002834119,0.002908812,0.5861702,0.005654118,0.00003308056,0.00007878725,0.08310631,0.05342672,0.0008654554,0.01320755,0.2504597,0.001255111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6693199,0.04445015,0.004346328,0.253561,0.007042439,0.003513983,0.000007533298,0.0002709868,0.01748771],"genre_scores_gemma":[0.962066,0.0008888804,0.01330084,0.02283949,0.0007049687,0.00007571758,0.00002631562,0.00001504538,0.00008274322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3242283,"threshold_uncertainty_score":0.7493378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707885657016854,"score_gpt":0.4241431710584982,"score_spread":0.3870643144883297,"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."}}