{"id":"W3160327126","doi":"10.1002/aet2.10604","title":"Website usability analysis of United States emergency medicine residencies","year":2021,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Usability; Web usability; Medical education; Quality (philosophy); Audit; World Wide Web; Psychology; Medicine; Computer science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005523416,0.0003380057,0.0004757355,0.004544927,0.0005887502,0.001334984,0.0003838095,0.0003873094,0.001834213],"category_scores_gemma":[0.02205687,0.0001735602,0.001116013,0.00238151,0.0004008363,0.0007058453,0.0008193849,0.000424865,0.0004047756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007894103,"about_ca_system_score_gemma":0.0006979496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003059831,"about_ca_topic_score_gemma":0.004345956,"domain_scores_codex":[0.9962481,0.001420553,0.0007159747,0.0002465606,0.001123421,0.0002454686],"domain_scores_gemma":[0.9739135,0.01197162,0.003265338,0.0006918383,0.009037676,0.001120064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008815887,0.0009020656,0.9287032,0.000658383,0.0003280246,0.00026944,0.004878679,0.0007447728,0.002730635,0.0001051087,0.001535325,0.05826271],"study_design_scores_gemma":[0.00001049968,0.0006928993,0.9931907,0.00005989262,0.00005553915,0.0001679117,0.002796799,0.001422314,0.0008277287,0.00002982144,0.0007253131,0.00002058679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974256,0.00009578508,0.000526007,0.0000332345,0.000008988222,0.0001089117,0.0004160928,0.00003817461,0.001347212],"genre_scores_gemma":[0.9969572,0.00007585758,0.001346328,0.00002643407,0.000008091421,0.0001811996,0.0009092949,0.00001851982,0.000477143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005523416,"threshold_uncertainty_score":0.02921093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08610853742882402,"score_gpt":0.3806005953779781,"score_spread":0.2944920579491541,"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."}}