{"id":"W2061569682","doi":"10.3109/0142159x.2014.970627","title":"Decision PBL: A 4-year retrospective case study of the use of virtual patients in problem-based learning","year":2014,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Problem-based learning; Medical education; Retrospective cohort study; Medicine; Mathematics education; Psychology","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":[0.005114867,0.0009113021,0.0006781155,0.00258972,0.005646897,0.002341518,0.002521526,0.003731465,0.00299063],"category_scores_gemma":[0.0215441,0.0009169953,0.000756542,0.001358532,0.003226725,0.002140899,0.004635221,0.004049704,0.0007343724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00392877,"about_ca_system_score_gemma":0.003058023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006039745,"about_ca_topic_score_gemma":0.009963423,"domain_scores_codex":[0.9945516,0.003016046,0.0003880107,0.0003809407,0.0007875495,0.0008758169],"domain_scores_gemma":[0.9880882,0.005460583,0.002348661,0.0007067259,0.0008886963,0.002507008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009033142,0.01866932,0.2818613,0.0008547009,0.000142458,0.1673578,0.407206,0.002823612,0.002269775,0.003403374,0.005507507,0.1090009],"study_design_scores_gemma":[0.0004921195,0.01464146,0.1658577,0.001118563,0.0002091297,0.2207474,0.4952247,0.004781757,0.006292309,0.003549355,0.08653939,0.0005461688],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994446,0.0005618166,0.001291131,0.0008947772,0.00003416088,0.0002743193,0.00007024366,0.00001821498,0.002409255],"genre_scores_gemma":[0.9938098,0.0007358022,0.001441263,0.000389657,0.00002825353,0.0002217289,0.0001125073,0.00001603644,0.003245024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006039745,"threshold_uncertainty_score":0.02850533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272227934489121,"score_gpt":0.312651879108339,"score_spread":0.2799295997634478,"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."}}