{"id":"W2138064028","doi":"10.3109/0142159x.2011.550969","title":"Design for learning: deconstructing virtual patient activities","year":2011,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medical education; Psychology; Virtual patient; Computer science; Human–computer interaction; 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002392873,0.00006977106,0.00009585626,0.00005071739,0.00057461,0.00003519019,0.0001408373,0.0001217749,0.01316764],"category_scores_gemma":[0.00855028,0.00006257325,0.0000338717,0.0001315043,0.000342826,0.0002013574,0.0000191341,0.0003947625,0.00004435168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004946075,"about_ca_system_score_gemma":0.0004055481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000238216,"about_ca_topic_score_gemma":0.00002637459,"domain_scores_codex":[0.998327,0.0007431005,0.0001545378,0.0001496186,0.0003783757,0.0002473588],"domain_scores_gemma":[0.9991359,0.0004704002,0.0001346494,0.00005642406,0.0000762393,0.0001263744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007726626,0.0002468727,0.0243715,0.000006004733,0.00004939479,0.00000289485,0.3912286,0.000003116622,0.00001259217,0.0446614,0.006810184,0.5325302],"study_design_scores_gemma":[0.0002495209,0.0002285432,0.0004011597,0.00002112222,0.00001110664,0.000002069666,0.1864695,0.0002477481,0.0001518819,0.0005463166,0.8115039,0.0001671424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7045129,0.00004841595,0.06364353,0.002976686,0.00175101,0.0004126411,2.154447e-7,0.0002397192,0.2264149],"genre_scores_gemma":[0.9812968,0.000006851441,0.00544908,0.000243957,0.0004081182,0.00005064413,0.000001306538,0.00001160764,0.01253159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8046937,"threshold_uncertainty_score":0.9998011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1834533020623874,"score_gpt":0.402451325766117,"score_spread":0.2189980237037296,"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."}}