{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003362881,0.000276964,0.0003759045,0.0007478156,0.002081176,0.004117358,0.000738323,0.004112452,0.00579037],"category_scores_gemma":[0.0241549,0.0002434435,0.0002615357,0.0006629703,0.002819273,0.003915166,0.002356429,0.004971093,0.001692269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001630652,"about_ca_system_score_gemma":0.005110268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001792372,"about_ca_topic_score_gemma":0.003642305,"domain_scores_codex":[0.9979485,0.0006618673,0.00009263312,0.0002107119,0.000601639,0.0004847032],"domain_scores_gemma":[0.9824964,0.002463733,0.001866323,0.0002630656,0.002379027,0.0105315],"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":[0.0003126086,0.001944254,0.221934,0.001958238,0.00003967892,0.001908314,0.0752073,0.000179192,0.003049274,0.008677535,0.245423,0.4393666],"study_design_scores_gemma":[0.0001286968,0.001254828,0.2838916,0.00450362,0.00009680472,0.006260521,0.2012662,0.000556852,0.001774877,0.02060073,0.47953,0.0001353625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3236333,0.02088839,0.001188966,0.6235168,0.00558188,0.0001416616,0.0001402225,0.0001004783,0.02480822],"genre_scores_gemma":[0.8308672,0.02255934,0.002647454,0.1280963,0.002943895,0.000217736,0.000202474,0.00005161259,0.01241401],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.00579037,"threshold_uncertainty_score":0.01937073,"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."}}