{"id":"W4240882540","doi":"10.2196/preprints.13997","title":"Microlearning in Health Professions Education: Scoping Review (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; PsycINFO; Inclusion (mineral); MEDLINE; Medical education; Medicine; Psychology; Nursing; Political science; Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01054732,0.001623615,0.004826155,0.0162958,0.001482945,0.005014653,0.00170676,0.003579025,0.01536381],"category_scores_gemma":[0.05614942,0.00100392,0.003893193,0.02269743,0.001121919,0.0046118,0.002699716,0.001648965,0.001866166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004676399,"about_ca_system_score_gemma":0.02293992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007076278,"about_ca_topic_score_gemma":0.01634879,"domain_scores_codex":[0.9914022,0.002083962,0.003790253,0.0005369229,0.001884325,0.0003022586],"domain_scores_gemma":[0.9566334,0.02933603,0.007087371,0.0005706922,0.005895561,0.0004771115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009399034,0.00002305766,0.0003495033,0.912531,0.0007537165,0.00013063,0.0004493138,0.00005785095,0.0001988465,0.0005144535,0.008714121,0.07618355],"study_design_scores_gemma":[0.0000273611,0.00005561616,0.001100067,0.960341,0.002974987,0.000165595,0.0004089868,0.00002845435,0.000124517,0.0002002752,0.03455959,0.00001340284],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006879112,0.9950005,0.0001992573,0.0007747374,0.0008451129,0.0006774932,0.0004395086,0.00001309498,0.001362298],"genre_scores_gemma":[0.003266469,0.9932165,0.0005777145,0.0008528447,0.0003301414,0.0009986153,0.000321826,0.00000747536,0.000428473],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0162958,"threshold_uncertainty_score":0.05578023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06772334372778359,"score_gpt":0.4631115090884518,"score_spread":0.3953881653606682,"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."}}