{"id":"W3118176821","doi":"10.2196/13681","title":"Exploring the Cost of eLearning in Health Professions Education: Scoping Review","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"EIT Health; Imperial College London","keywords":"Health professions; Medical education; Knowledge management; Engineering ethics; Sociology; Medicine; Engineering management; Computer science; Health care; Engineering; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001787584,0.00005459024,0.0001531301,0.00003695584,0.0003320915,0.00001416608,0.0002412059,0.00003843177,0.0004878121],"category_scores_gemma":[0.008563374,0.00004266817,0.00003184129,0.0007096724,0.0001439454,0.0001423055,0.00003124494,0.0003770052,0.00002658938],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199376,"about_ca_system_score_gemma":0.01619226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706152,"about_ca_topic_score_gemma":0.0004595725,"domain_scores_codex":[0.9980167,0.0007906984,0.0003510532,0.0001527128,0.000512037,0.0001768148],"domain_scores_gemma":[0.9990094,0.0002822617,0.0001986256,0.0001103953,0.00007323402,0.0003261258],"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":[0.000006890078,0.0003464952,0.0100907,0.005741403,0.000003369656,2.324726e-7,0.1632523,0.00000697159,0.000002376117,0.01471131,0.02741934,0.7784186],"study_design_scores_gemma":[0.0002620351,0.00009021945,0.01531626,0.1696567,0.00001146986,0.000001425372,0.2410177,0.00007111086,0.000005230131,0.0002592259,0.5730751,0.0002335553],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03085144,0.0156117,0.0001350347,0.9438125,0.001120619,0.002055888,2.570159e-7,0.00007110692,0.00634146],"genre_scores_gemma":[0.9154335,0.02611638,0.0001812454,0.05474406,0.001167203,0.00161072,0.0000151947,0.00001337425,0.0007183303],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8890684,"threshold_uncertainty_score":0.9997879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1730347591147348,"score_gpt":0.5009460504471004,"score_spread":0.3279112913323655,"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."}}