{"id":"W2005159542","doi":"10.1007/s10459-010-9231-x","title":"Time and learning efficiency in Internet-based learning: a systematic review and meta-analysis","year":2010,"lang":"en","type":"review","venue":"Advances in Health Sciences Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":183,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Institutes of Health; Mayo Foundation for Medical Education and Research","keywords":"The Internet; Interactivity; Computer science; Psychological intervention; CINAHL; Meta-analysis; Multimedia; Medicine; World Wide Web; Internal medicine; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.01270736,0.0003116651,0.003383501,0.001121956,0.0005698054,0.000148733,0.0004440304,0.0001727818,0.0001221423],"category_scores_gemma":[0.003246734,0.0002326059,0.000303499,0.004085806,0.0006046294,0.0005215556,0.00005200737,0.001252293,0.00001475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001974259,"about_ca_system_score_gemma":0.003406232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157381,"about_ca_topic_score_gemma":0.002969339,"domain_scores_codex":[0.9931386,0.003720694,0.00132439,0.0007871689,0.0005124213,0.0005167219],"domain_scores_gemma":[0.9965484,0.001509015,0.001492315,0.0001880769,0.00008090518,0.0001813415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[7.197623e-7,0.0001292098,0.0002402363,0.6390741,0.0004310922,9.067471e-7,0.002318114,0.0003752839,6.820104e-9,0.0007985999,0.000007494934,0.3566242],"study_design_scores_gemma":[0.00004452366,0.0001266674,0.000004323194,0.04658287,0.03408925,0.00000371614,0.001216045,0.0007309652,9.004212e-9,0.00005476197,0.9167442,0.0004026532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002150718,0.9961877,0.00003107665,0.001139768,0.0001060581,0.001841995,0.000001157265,0.00003329216,0.000637423],"genre_scores_gemma":[0.0001045045,0.9957714,0.001978568,0.0002622614,0.00003518943,0.000337512,0.00002119226,0.00001233942,0.001477026],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9167367,"threshold_uncertainty_score":0.9485393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05262409643346064,"score_gpt":0.4619754201814738,"score_spread":0.4093513237480131,"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."}}