{"id":"W2346681163","doi":"10.1016/j.ijsu.2014.08.108","title":"The Wikipedia medical student: Comparing the quality of vascular surgery topics across two commonly used educational resources","year":2014,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Quality (philosophy); Medical education; Educational resources; Pedagogy","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":[0.01486716,0.00008287511,0.0002643536,0.00009119093,0.0005099309,0.0002660387,0.0008756497,0.00006127943,0.0001343927],"category_scores_gemma":[0.007438227,0.00005442506,0.0002650371,0.0002548447,0.0005042895,0.000258777,0.00006955535,0.0002446446,0.000005322913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267659,"about_ca_system_score_gemma":0.00112248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006091945,"about_ca_topic_score_gemma":0.002165404,"domain_scores_codex":[0.9949103,0.001178529,0.001009288,0.0000945037,0.002624036,0.0001833166],"domain_scores_gemma":[0.9870712,0.01012719,0.001020749,0.0001737919,0.001488519,0.0001185872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005130563,0.0002366707,0.9093334,0.000005540681,0.0002022543,0.000001326947,0.01744898,0.00006749079,0.00001129104,0.04000562,0.009773646,0.02286246],"study_design_scores_gemma":[0.0002392432,0.000005494097,0.6939393,0.00009662851,0.00001463723,0.000006806576,0.0142451,0.00005592347,0.00003166413,0.003313128,0.2879476,0.0001044844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385716,0.0003578702,0.0001759,0.05317295,0.006180669,0.0000533027,0.000002990347,0.000006616558,0.001478136],"genre_scores_gemma":[0.9951417,0.0003851973,0.00002636164,0.0005054409,0.003702672,0.000004788106,0.000004725078,0.000006026146,0.000223123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2781739,"threshold_uncertainty_score":0.890479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07674860568342469,"score_gpt":0.4531388242971474,"score_spread":0.3763902186137227,"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."}}