{"id":"W2906704222","doi":"10.2196/11940","title":"Computer Programming: Should Medical Students Be Learning It?","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Imperial College London","keywords":"Computer science; Computer programming; Mathematics education; Multimedia; Medical education; Programming language; Psychology; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005900832,0.0001776529,0.0001686399,0.0001227627,0.00008826132,0.00007505341,0.0005058447,0.0003908829,0.002614907],"category_scores_gemma":[0.0003654344,0.0001589271,0.00004897825,0.0003608173,0.0001792672,0.0001062489,0.00007807175,0.0006380739,0.0002695066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075355,"about_ca_system_score_gemma":0.0004057745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001845803,"about_ca_topic_score_gemma":0.00001186769,"domain_scores_codex":[0.9972882,0.00003641945,0.0003310186,0.0002423897,0.001737132,0.0003648383],"domain_scores_gemma":[0.9988611,0.00005986161,0.00002835318,0.0001854493,0.0000884136,0.0007767838],"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":[0.000005888501,0.000660423,0.003114552,0.0003035663,0.00004956598,0.000003897961,0.002361235,0.00001517682,0.00003056724,0.0002507355,0.3256954,0.667509],"study_design_scores_gemma":[0.0003627872,0.0001466388,0.01227206,0.0003930608,0.00001359824,0.00003744381,0.0002558111,0.03574478,0.00006657833,0.00004515468,0.9503726,0.0002895123],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8688351,0.0004866791,0.04580492,0.05331903,0.02190012,0.0009151424,0.000001742982,0.002666114,0.006071154],"genre_scores_gemma":[0.9868236,0.00008663605,0.00194681,0.003935758,0.006089364,0.0002483358,0.0001050765,0.0000528817,0.0007115392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6672195,"threshold_uncertainty_score":0.9982969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545383924112918,"score_gpt":0.3336561049203333,"score_spread":0.3182022656792041,"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."}}