{"id":"W4247513061","doi":"10.2196/preprints.18076","title":"Wikipedia in Vascular Surgery Medical Education: Comparative Study (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University","funders":"","keywords":"Readability; Index (typography); Reading (process); Quality (philosophy); Computer science; Usability; Information retrieval; Medicine; Medical education; Medical physics; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00288048,0.0001888264,0.000398113,0.003063099,0.001097581,0.001715582,0.0004360849,0.0006062172,0.004975983],"category_scores_gemma":[0.01950668,0.0001823351,0.0004149416,0.003066144,0.0006694735,0.002179746,0.001441494,0.0004939665,0.0005726478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00148192,"about_ca_system_score_gemma":0.00156633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006584551,"about_ca_topic_score_gemma":0.01060937,"domain_scores_codex":[0.9981641,0.0008920122,0.0002118426,0.0001965776,0.0003440481,0.0001914904],"domain_scores_gemma":[0.9839823,0.008704183,0.002905962,0.0003137487,0.00228744,0.001806406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001284997,0.004739471,0.8299699,0.002338447,0.0003242374,0.001298167,0.04944662,0.0001470354,0.0003614909,0.0007334625,0.004076057,0.1052801],"study_design_scores_gemma":[0.00007542141,0.001920956,0.9274853,0.0005785805,0.0002057202,0.0008464102,0.06347869,0.0001823819,0.0002795908,0.0001407978,0.004775801,0.00003013198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961575,0.001259048,0.00004884423,0.0001553516,0.00003047376,0.00004719464,0.0001428498,0.000003960843,0.002154884],"genre_scores_gemma":[0.997447,0.001265908,0.0001577166,0.00009965539,0.00004598885,0.00005105315,0.0001797668,0.000004043707,0.0007488496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006584551,"threshold_uncertainty_score":0.01664627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0712036585268455,"score_gpt":0.4113101810692354,"score_spread":0.3401065225423899,"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."}}